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Determinant

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15895: 15353: 15890:{\displaystyle {\begin{aligned}\det(A)&={\frac {1}{2}}\left(\left(\operatorname {tr} (A)\right)^{2}-\operatorname {tr} \left(A^{2}\right)\right),\\\det(A)&={\frac {1}{6}}\left(\left(\operatorname {tr} (A)\right)^{3}-3\operatorname {tr} (A)~\operatorname {tr} \left(A^{2}\right)+2\operatorname {tr} \left(A^{3}\right)\right),\\\det(A)&={\frac {1}{24}}\left(\left(\operatorname {tr} (A)\right)^{4}-6\operatorname {tr} \left(A^{2}\right)\left(\operatorname {tr} (A)\right)^{2}+3\left(\operatorname {tr} \left(A^{2}\right)\right)^{2}+8\operatorname {tr} \left(A^{3}\right)~\operatorname {tr} (A)-6\operatorname {tr} \left(A^{4}\right)\right).\end{aligned}}} 22260: 27823: 25286: 21166: 1520: 10979: 10422: 9287: 1956: 10562: 10005: 28087: 8913: 26411: 20394: 3500: 1950: 10974:{\displaystyle {\begin{aligned}\det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}&=\det(D)\det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}\underbrace {\det {\begin{pmatrix}I_{m}&0\\-D^{-1}C&D^{-1}\end{pmatrix}}} _{=\,\det(D^{-1})\,=\,(\det D)^{-1}}\\&=\det(D)\det {\begin{pmatrix}A-BD^{-1}C&BD^{-1}\\0&I_{n}\end{pmatrix}}\\&=\det(D)\det(A-BD^{-1}C).\end{aligned}}} 10417:{\displaystyle {\begin{aligned}\det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}&=\det(A)\det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}\underbrace {\det {\begin{pmatrix}A^{-1}&-A^{-1}B\\0&I_{n}\end{pmatrix}}} _{=\,\det(A^{-1})\,=\,(\det A)^{-1}}\\&=\det(A)\det {\begin{pmatrix}I_{m}&0\\CA^{-1}&D-CA^{-1}B\end{pmatrix}}\\&=\det(A)\det(D-CA^{-1}B),\end{aligned}}} 19567: 18799: 26149: 2364: 8732: 14920: 9282:{\displaystyle {\begin{vmatrix}1&1&1&\cdots &1\\x_{1}&x_{2}&x_{3}&\cdots &x_{n}\\x_{1}^{2}&x_{2}^{2}&x_{3}^{2}&\cdots &x_{n}^{2}\\\vdots &\vdots &\vdots &\ddots &\vdots \\x_{1}^{n-1}&x_{2}^{n-1}&x_{3}^{n-1}&\cdots &x_{n}^{n-1}\end{vmatrix}}=\prod _{1\leq i<j\leq n}\left(x_{j}-x_{i}\right).} 2968: 3259: 16401: 20025: 4201: 23126: 1319: 18278: 17529: 1759: 5277: 6232:(without changing the determinant). For such a matrix, using the linearity in each column reduces to the identity matrix, in which case the stated formula holds by the very first characterizing property of determinants. Alternatively, this formula can also be deduced from the Leibniz formula, since the only permutation 24149:
determinant, but non-commutativity then leads to the loss of many fundamental properties of the determinant, such as the multiplicative property or that the determinant is unchanged under transposition of the matrix. Over non-commutative rings, there is no reasonable notion of a multilinear form (existence of a nonzero
19319: 18636: 3272:, an explicit formula involving sums of products of certain entries of the matrix. The determinant can also be characterized as the unique function depending on the entries of the matrix satisfying certain properties. This approach can also be used to compute determinants by simplifying the matrices in question. 2160: 26406:{\displaystyle {\begin{aligned}ab&=ab{\begin{vmatrix}1&0\\0&1\end{vmatrix}}=a{\begin{vmatrix}1&0\\0&b\end{vmatrix}}\\&={\begin{vmatrix}a&0\\0&b\end{vmatrix}}=b{\begin{vmatrix}a&0\\0&1\end{vmatrix}}=ba{\begin{vmatrix}1&0\\0&1\end{vmatrix}}=ba,\end{aligned}}} 21612: 17027: 8531: 25920:
The first use of the word "determinant" in the modern sense appeared in: Cauchy, Augustin-Louis "Memoire sur les fonctions qui ne peuvent obtenir que deux valeurs égales et des signes contraires par suite des transpositions operées entre les variables qu'elles renferment," which was first read at the
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In addition to the complexity of the algorithm, further criteria can be used to compare algorithms. Especially for applications concerning matrices over rings, algorithms that compute the determinant without any divisions exist. (By contrast, Gauss elimination requires divisions.) One such algorithm,
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For square matrices with entries in a non-commutative ring, there are various difficulties in defining determinants analogously to that for commutative rings. A meaning can be given to the Leibniz formula provided that the order for the product is specified, and similarly for other definitions of the
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is a mnemonic for the expanded form of this determinant: the sum of the products of three diagonal north-west to south-east lines of matrix elements, minus the sum of the products of three diagonal south-west to north-east lines of elements, when the copies of the first two columns of the matrix are
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vector. These determinants are either 0 (by property 9) or else ±1 (by properties 1 and 12 below), so the linear combination gives the expression above in terms of the Levi-Civita symbol. While less technical in appearance, this characterization cannot entirely replace the Leibniz formula
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sends a small square (left, in red) to a distorted parallelogram (right, in red). The Jacobian at a point gives the best linear approximation of the distorted parallelogram near that point (right, in translucent white), and the Jacobian determinant gives the ratio of the area of the approximating
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from the third row third column. The signs are determined by how many transpositions of factors are necessary to arrange the factors in increasing order of their columns (given that the terms are arranged left-to-right in increasing row order): positive for an even number of transpositions and
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If the determinant is defined using the Leibniz formula as above, these three properties can be proved by direct inspection of that formula. Some authors also approach the determinant directly using these three properties: it can be shown that there is exactly one function that assigns to any
1509: 925: 20389:{\displaystyle W(f_{1},\ldots ,f_{n})(x)={\begin{vmatrix}f_{1}(x)&f_{2}(x)&\cdots &f_{n}(x)\\f_{1}'(x)&f_{2}'(x)&\cdots &f_{n}'(x)\\\vdots &\vdots &\ddots &\vdots \\f_{1}^{(n-1)}(x)&f_{2}^{(n-1)}(x)&\cdots &f_{n}^{(n-1)}(x)\end{vmatrix}}.} 3976: 25153:, in which several items can be repeated. The resulting sum has more terms than in the Leibniz rule, but in the process several of these products can be reused, making it more efficient than naively computing with the Leibniz rule. Algorithms can also be assessed according to their 22950: 18096: 9970: 18919:.) In this he used the word "determinant" in its present sense, summarized and simplified what was then known on the subject, improved the notation, and gave the multiplication theorem with a proof more satisfactory than Binet's. With him begins the theory in its generality. 6004:
column does not change the value of the determinant. This is a consequence of multilinearity and being alternative: by multilinearity the determinant changes by a multiple of the determinant of a matrix with two equal columns, which determinant is 0, since the determinant is
5980: 23402: 16112: 13653: 17382: 17731: 1945:{\displaystyle {\text{Signed area}}=|{\boldsymbol {u}}|\,|{\boldsymbol {v}}|\,\sin \,\theta =\left|{\boldsymbol {u}}^{\perp }\right|\,\left|{\boldsymbol {v}}\right|\,\cos \,\theta '={\begin{pmatrix}-b\\a\end{pmatrix}}\cdot {\begin{pmatrix}c\\d\end{pmatrix}}=ad-bc.} 18085: 4618: 4337: 762: 13032: 2593: 21022: 5016: 3961: 3458: 366: 17926: 5720: 23994:
For matrices with an infinite number of rows and columns, the above definitions of the determinant do not carry over directly. For example, in the Leibniz formula, an infinite sum (all of whose terms are infinite products) would have to be calculated.
1106: 19562:{\displaystyle \det(A_{i})=\det {\begin{bmatrix}a_{1}&\ldots &b&\ldots &a_{n}\end{bmatrix}}=\sum _{j=1}^{n}x_{j}\det {\begin{bmatrix}a_{1}&\ldots &a_{i-1}&a_{j}&a_{i+1}&\ldots &a_{n}\end{bmatrix}}=x_{i}\det(A)} 26137:
In a non-commutative setting left-linearity (compatibility with left-multiplication by scalars) should be distinguished from right-linearity. Assuming linearity in the columns is taken to be left-linearity, one would have, for non-commuting scalars
18794:{\displaystyle {\begin{aligned}\nabla _{\mathbf {a} }\det(A)&=\mathbf {b} \times \mathbf {c} \\\nabla _{\mathbf {b} }\det(A)&=\mathbf {c} \times \mathbf {a} \\\nabla _{\mathbf {c} }\det(A)&=\mathbf {a} \times \mathbf {b} .\end{aligned}}} 25204:, is an exact-division method (so it does use division, but only in cases where these divisions can be performed without remainder) is of the same order, but the bit complexity is roughly the bit size of the original entries in the matrix times 17350: 11916: 13425: 7503:
precisely if its determinant is nonzero. This follows from the multiplicativity of the determinant and the formula for the inverse involving the adjugate matrix mentioned below. In this event, the determinant of the inverse matrix is given by
22389: 16838: 18407: 14293: 6388: 6797: 6702: 6607: 6513: 2359:{\displaystyle A{\begin{pmatrix}1\\0\\\vdots \\0\end{pmatrix}}=\mathbf {a} _{1},\quad A{\begin{pmatrix}0\\1\\\vdots \\0\end{pmatrix}}=\mathbf {a} _{2},\quad \ldots ,\quad A{\begin{pmatrix}0\\0\\\vdots \\1\end{pmatrix}}=\mathbf {a} _{n}.} 23746:
This definition proceeds by establishing the characteristic polynomial independently of the determinant, and defining the determinant as the lowest order term of this polynomial. This general definition recovers the determinant for the
21411: 11523: 8727:{\displaystyle {\begin{vmatrix}a&b&c\\d&e&f\\g&h&i\end{vmatrix}}=a{\begin{vmatrix}e&f\\h&i\end{vmatrix}}-b{\begin{vmatrix}d&f\\g&i\end{vmatrix}}+c{\begin{vmatrix}d&e\\g&h\end{vmatrix}}} 21471: 16861: 14915:{\displaystyle A_{k}:={\begin{bmatrix}a_{1,1}&a_{1,2}&\cdots &a_{1,k}\\a_{2,1}&a_{2,2}&\cdots &a_{2,k}\\\vdots &\vdots &\ddots &\vdots \\a_{k,1}&a_{k,2}&\cdots &a_{k,k}\end{bmatrix}}} 13919: 6265:
can be applied to bring any matrix into upper triangular form, and the steps in this algorithm affect the determinant in a controlled way. The following concrete example illustrates the computation of the determinant of the matrix
12630: 11382: 21816: 19691: 17044: 13246: 2963:{\displaystyle A={\begin{bmatrix}a_{1,1}&a_{1,2}&\cdots &a_{1,n}\\a_{2,1}&a_{2,2}&\cdots &a_{2,n}\\\vdots &\vdots &\ddots &\vdots \\a_{n,1}&a_{n,2}&\cdots &a_{n,n}\end{bmatrix}}.} 3254:{\displaystyle {\begin{vmatrix}a_{1,1}&a_{1,2}&\cdots &a_{1,n}\\a_{2,1}&a_{2,2}&\cdots &a_{2,n}\\\vdots &\vdots &\ddots &\vdots \\a_{n,1}&a_{n,2}&\cdots &a_{n,n}\end{vmatrix}}.} 16396:{\displaystyle \det(A)=\sum _{\begin{array}{c}k_{1},k_{2},\ldots ,k_{n}\geq 0\\k_{1}+2k_{2}+\cdots +nk_{n}=n\end{array}}\prod _{l=1}^{n}{\frac {(-1)^{k_{l}+1}}{l^{k_{l}}k_{l}!}}\operatorname {tr} \left(A^{l}\right)^{k_{l}},} 11157: 16634: 12825: 11777: 19221: 9585: 7758: 5725: 2470: 1350: 773: 13537: 12466: 6226: 8906:
Laplace expansion can be used iteratively for computing determinants, but this approach is inefficient for large matrices. However, it is useful for computing the determinants of highly symmetric matrix such as the
4196:{\displaystyle \det(A)={\begin{vmatrix}a_{1,1}\ldots a_{1,n}\\\vdots \qquad \vdots \\a_{n,1}\ldots a_{n,n}\end{vmatrix}}=\sum _{\sigma \in S_{n}}\operatorname {sgn}(\sigma )a_{1,\sigma (1)}\cdots a_{n,\sigma (n)}.} 1095: 23121:{\displaystyle {\begin{aligned}\bigwedge ^{n}T:\bigwedge ^{n}V&\rightarrow \bigwedge ^{n}V\\v_{1}\wedge v_{2}\wedge \dots \wedge v_{n}&\mapsto Tv_{1}\wedge Tv_{2}\wedge \dots \wedge Tv_{n}.\end{aligned}}} 12218: 8065: 201: 20527:, and hence has determinant of ±1 (since all the vectors have length 1). The determinant is +1 if and only if the basis has the same orientation. It is −1 if and only if the basis has the opposite orientation. 7601: 22716: 22173: 18813:. The determinant "determines" whether the system has a unique solution (which occurs precisely if the determinant is non-zero). In this sense, determinants were first used in the Chinese mathematics textbook 18273:{\displaystyle \det(A+\epsilon X)-\det(A)=\operatorname {tr} (\operatorname {adj} (A)X)\epsilon +O\left(\epsilon ^{2}\right)=\det(A)\operatorname {tr} \left(A^{-1}X\right)\epsilon +O\left(\epsilon ^{2}\right)} 9507: 9655: 8901: 8486: 24097: 21290: 14169: 9847: 1015: 639: 26154: 18592: 13499: 21217: 23278: 17524:{\displaystyle {\frac {n}{\operatorname {tr} \left(A^{-1}\right)}}\leq \det(A)^{\frac {1}{n}}\leq {\frac {1}{n}}\operatorname {tr} (A)\leq {\sqrt {{\frac {1}{n}}\operatorname {tr} \left(A^{2}\right)}}.} 15165: 15081: 11655: 24859: 24173:. For some classes of matrices with non-commutative elements, one can define the determinant and prove linear algebra theorems that are very similar to their commutative analogs. Examples include the 15940: 7244: 5377: 23914: 22033: 3697: 21156: 12288: 20826: 20626: 23799: 22532: 15321: 5548: 4800: 1635:, except that it is negative when the angle from the first to the second vector defining the parallelogram turns in a clockwise direction (which is opposite to the direction one would get for the 22955: 18641: 15358: 10567: 10010: 7151: 5021: 17633: 4397: 17957: 4459: 4216: 651: 19855: 12836: 7250:
This can be proven by inspecting the Leibniz formula. This implies that in all the properties mentioned above, the word "column" can be replaced by "row" throughout. For example, viewing an
14495: 5272:{\displaystyle {\begin{aligned}|A|&={\big |}a_{1},\dots ,a_{j-1},r\cdot v+w,a_{j+1},\dots ,a_{n}|\\&=r\cdot |a_{1},\dots ,v,\dots a_{n}|+|a_{1},\dots ,w,\dots ,a_{n}|\end{aligned}}} 25100: 2475: 23610: 20933: 14013: 3760: 2654: 13961: 13732: 3839: 3305: 7996: 7953: 7910: 7824: 7687: 25198: 25147: 24906: 24463: 20681: 19733: 216: 19983: 17818: 17595: 16477: 22621: 18445: 17766: 9409: 7384: 24498: 14655: 6261:
These characterizing properties and their consequences listed above are both theoretically significant, but can also be used to compute determinants for concrete matrices. In fact,
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Interchanging any pair of columns of a matrix multiplies its determinant by −1. This follows from the determinant being multilinear and alternating (properties 2 and 3 above):
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a number that satisfies these three properties. This also shows that this more abstract approach to the determinant yields the same definition as the one using the Leibniz formula.
1314:{\displaystyle {\begin{vmatrix}a&b+b'\\c&d+d'\end{vmatrix}}=a(d+d')-(b+b')c={\begin{vmatrix}a&b\\c&d\end{vmatrix}}+{\begin{vmatrix}a&b'\\c&d'\end{vmatrix}}.} 5494: 4883: 27383:
A history of mathematical notations: Including Vol. I. Notations in elementary mathematics; Vol. II. Notations mainly in higher mathematics, Reprint of the 1928 and 1929 originals
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In particular, products and inverses of matrices with non-zero determinant (respectively, determinant one) still have this property. Thus, the set of such matrices (of fixed size
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The determinant is completely determined by the two following properties: the determinant of a product of matrices is the product of their determinants, and the determinant of a
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by writing the matrix as a product of matrices whose determinants can be more easily computed. Such techniques are referred to as decomposition methods. Examples include the
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of a complex matrix (which is also the determinant of its conjugate transpose) is the complex conjugate of its determinant, and for integer matrices: the reduction modulo
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To see this it suffices to expand the determinant by multi-linearity in the columns into a (huge) linear combination of determinants of matrices in which each column is a
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While the determinant can be computed directly using the Leibniz rule this approach is extremely inefficient for large matrices, since that formula requires calculating
23270: 22305: 16710: 15901: 24315: 22206: 21979: 20852: 20756: 19915: 18540: 15249: 14080: 13532: 12508: 12365: 12331: 11186: 10531: 9835: 9809: 9783: 9757: 9689: 8761: 5520: 5409: 4704: 3557: 959: 22762: 22300: 21861: 18474: 18320: 14610: 14196: 7005: 6066: 25061: 24408: 21074: 19111: 13084: 9731: 8178: 7054: 6953: 6905: 6292: 6250: 3780: 3632: 3004: 2152: 25023: 24559: 23566: 19780: 7450: 6118: 6092: 23648: 23452: 19882: 19597: 19251: 18624: 11068: 6710: 6615: 6520: 6423: 4833: 3728: 24955: 21314: 20925: 20717: 19062: 13761: 21607:{\displaystyle \int _{f(U)}\phi (\mathbf {v} )\,d\mathbf {v} =\int _{U}\phi (f(\mathbf {u} ))\left|\det(\operatorname {D} f)(\mathbf {u} )\right|\,d\mathbf {u} .} 20443: 20009: 18312: 17022:{\displaystyle \det(I+A)=\sum _{k=0}^{\infty }{\frac {1}{k!}}\left(-\sum _{j=1}^{\infty }{\frac {(-1)^{j}}{j}}\operatorname {tr} \left(A^{j}\right)\right)^{k}\,,} 12041: 11241: 11215: 8523: 3829: 3806: 24771: 24748: 24341: 24266: 24165:
is commutative). Nevertheless, various notions of non-commutative determinant have been formulated that preserve some of the properties of determinants, notably
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Camarero, Cristóbal (2018-12-05). "Simple, Fast and Practicable Algorithms for Cholesky, LU and QR Decomposition Using Fast Rectangular Matrix Multiplication".
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These inequalities can be proved by expressing the traces and the determinant in terms of the eigenvalues. As such, they represent the well-known fact that the
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whose three factors are from the first, second and third columns respectively; this is an odd number of transpositions, so the term appears with negative sign.
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The study of special forms of determinants has been the natural result of the completion of the general theory. Axisymmetric determinants have been studied by
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set), the determinant is 0. As a special case, this includes: if some column is such that all its entries are zero, then the determinant of that matrix is 0.
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This definition agrees with the more concrete coordinate-dependent definition. This can be shown using the uniqueness of a multilinear alternating form on
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provides different extensions of the determinant for such infinite-dimensional situations, which however only work for particular kinds of operators.
11076: 16513: 19018:. Of the textbooks on the subject Spottiswoode's was the first. In America, Hanus (1886), Weld (1893), and Muir/Metzler (1933) published treatises. 12691: 1504:{\displaystyle {\begin{vmatrix}r\cdot a&b\\r\cdot c&d\end{vmatrix}}=rad-brc=r(ad-bc)=r\cdot {\begin{vmatrix}a&b\\c&d\end{vmatrix}}.} 920:{\displaystyle \det {\begin{pmatrix}3&7\\1&-4\end{pmatrix}}={\begin{vmatrix}3&7\\1&{-4}\end{vmatrix}}=(3\cdot (-4))-(7\cdot 1)=-19.} 27552: 11679: 6228:
Indeed, such a matrix can be reduced, by appropriately adding multiples of the columns with fewer nonzero entries to those with more entries, to a
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matrix algebras. For example, consider the complex numbers as a matrix algebra. The complex numbers have a representation as matrices of the form
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The area of the parallelogram is the absolute value of the determinant of the matrix formed by the vectors representing the parallelogram's sides.
24238:, where for applications such as checking invertibility and finding eigenvalues the determinant has largely been supplanted by other techniques. 2407: 9294: 25839: 20491:, by using the square matrix whose columns are the given vectors. The determinant will be nonzero if and only if the sequence of vectors is a 3006:
etc. are, for many purposes, real or complex numbers. As discussed below, the determinant is also defined for matrices whose entries are in a
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is in general a different parallelogram, but since the determinant is symmetric with respect to rows and columns, the area will be the same.)
18878:. He introduced the word "determinant" (Laplace had used "resultant"), though not in the present signification, but rather as applied to the 12223: 11586:
components, the formula allows quick calculation of the determinant of a matrix that differs from the identity matrix by a matrix of rank 1:
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between the vectors, which is simply base times height, the length of one vector times the perpendicular component of the other. Due to the
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The above definition of the determinant using the Leibniz rule holds works more generally when the entries of the matrix are elements of a
8004: 132: 26449:"... we mention that the determinant, though a convenient notion theoretically, rarely finds a useful role in numerical algorithms.", see 7510: 26677: 24343:. The Laplace expansion is similarly inefficient. Therefore, more involved techniques have been developed for calculating determinants. 22670: 22123: 12510:
matrices with complex entries, the determinant of the sum can be written in terms of determinants and traces in the following identity:
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of real or complex numbers. Moreover, the characterization of the determinant as the unique alternating multilinear map that satisfies
9965:{\displaystyle \det {\begin{pmatrix}A&0\\C&D\end{pmatrix}}=\det(A)\det(D)=\det {\begin{pmatrix}A&B\\0&D\end{pmatrix}}.} 9417: 9600: 8793: 8378: 24016: 21242: 18815: 5975:{\displaystyle |a_{3},a_{1},a_{2},a_{4}\dots ,a_{n}|=-|a_{1},a_{3},a_{2},a_{4},\dots ,a_{n}|=|a_{1},a_{2},a_{3},a_{4},\dots ,a_{n}|.} 3463:
In this expression, each term has one factor from each row, all in different columns, arranged in increasing row order. For example,
27633: 23397:{\displaystyle \left(\bigwedge ^{n}T\right)\left(v_{1}\wedge \dots \wedge v_{n}\right)=\det(T)\cdot v_{1}\wedge \dots \wedge v_{n}.} 14115: 967: 591: 27681: 27081: 18545: 13436: 21172: 16107:{\displaystyle c_{n}=1;~~~c_{n-m}=-{\frac {1}{m}}\sum _{k=1}^{m}c_{n-m+k}\operatorname {tr} \left(A^{k}\right)~~(1\leq m\leq n)~.} 13648:{\displaystyle aI+b\mathbf {i} :=a{\begin{pmatrix}1&0\\0&1\end{pmatrix}}+b{\begin{pmatrix}0&-1\\1&0\end{pmatrix}}} 27614: 15096: 28014: 18819:(九章算術, Chinese scholars, around the 3rd century BCE). In Europe, solutions of linear systems of two equations were expressed by 15015: 11591: 9837:, respectively. The easiest such formula, which can be proven using either the Leibniz formula or a factorization involving the 7472:
is the identity matrix. The above-mentioned unique characterization of alternating multilinear maps therefore shows this claim.
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The above properties relating to rows (properties 2–4) may be replaced by the corresponding statements with respect to columns.
28072: 24799: 7194: 5296: 23811: 21987: 3637: 27335: 27295: 27250: 27195: 27115: 27105: 27050: 27000: 26666: 26434: 21079: 961:-matrices, and that continue to hold for determinants of larger matrices. They are as follows: first, the determinant of the 20781: 20581: 435:
Determinants can also be defined by some of their properties. Namely, the determinant is the unique function defined on the
23753: 22437: 17726:{\displaystyle {\frac {d\det(A)}{d\alpha }}=\operatorname {tr} \left(\operatorname {adj} (A){\frac {dA}{d\alpha }}\right).} 15264: 5442: 4736: 25644: 18911:
reduces to the multiplication theorem. On the same day (November 30, 1812) that Binet presented his paper to the Academy,
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The determinant can be characterized by the following three key properties. To state these, it is convenient to regard an
25266: 25157:, i.e., how many bits of accuracy are needed to store intermediate values occurring in the computation. For example, the 18080:{\displaystyle {\frac {\partial \det(A)}{\partial A_{ij}}}=\operatorname {adj} (A)_{ji}=\det(A)\left(A^{-1}\right)_{ji}.} 7065: 4613:{\displaystyle \det(A)=\sum _{i_{1},i_{2},\ldots ,i_{n}}\varepsilon _{i_{1}\cdots i_{n}}a_{1,i_{1}}\!\cdots a_{n,i_{n}},} 4332:{\displaystyle \det(A)=\sum _{\sigma \in S_{n}}\left(\operatorname {sgn}(\sigma )\prod _{i=1}^{n}a_{i,\sigma (i)}\right)} 1963:
is the absolute value of the determinant of the matrix formed by the columns constructed from the vectors r1, r2, and r3.
757:{\displaystyle \det {\begin{pmatrix}a&b\\c&d\end{pmatrix}}={\begin{vmatrix}a&b\\c&d\end{vmatrix}}=ad-bc.} 27499: 25947: 18886:. Gauss also arrived at the notion of reciprocal (inverse) determinants, and came very near the multiplication theorem. 13027:{\displaystyle A_{11}A_{22}+B_{11}A_{22}+A_{11}B_{22}+B_{11}B_{22}-A_{12}A_{21}-B_{12}A_{21}-A_{12}B_{21}-B_{12}B_{21}.} 4349: 25103: 24123: 20445:
are linearly independent. If it can be shown that the Wronskian is zero everywhere on an interval then, in the case of
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if the permutation can be obtained with an even number of transpositions (exchanges of two entries); otherwise, it is
2588:{\displaystyle P=\left\{c_{1}\mathbf {a} _{1}+\cdots +c_{n}\mathbf {a} _{n}\mid 0\leq c_{i}\leq 1\ \forall i\right\}.} 516:), although other methods of solution are computationally much more efficient. Determinants are used for defining the 27486: 27456: 27390: 27372: 27232: 27214: 27150: 27095: 27068: 27032: 26974: 26831: 26774: 26754: 26554: 21017:{\displaystyle \operatorname {volume} (f(S))={\sqrt {\det \left(A^{\textsf {T}}A\right)}}\operatorname {volume} (S).} 19805: 1344:(i.e., all entries in that column are multiplied by that number), the determinant is also multiplied by that number: 26848:
Fisikopoulos, Vissarion; Peñaranda, Luis (2016), "Faster geometric algorithms via dynamic determinant computation",
18935:
for 1841 he specially treats this subject, as well as the class of alternating functions which Sylvester has called
14434: 3956:{\displaystyle A={\begin{bmatrix}a_{1,1}\ldots a_{1,n}\\\vdots \qquad \vdots \\a_{n,1}\ldots a_{n,n}\end{bmatrix}},} 3453:{\displaystyle {\begin{vmatrix}a&b&c\\d&e&f\\g&h&i\end{vmatrix}}=aei+bfg+cdh-ceg-bdi-afh.\ } 28126: 28062: 26850: 26658: 25066: 18809:
Historically, determinants were used long before matrices: A determinant was originally defined as a property of a
3281: 3269: 382: 27609: 23583: 13966: 3733: 2607: 361:{\displaystyle {\begin{vmatrix}a&b&c\\d&e&f\\g&h&i\end{vmatrix}}=aei+bfg+cdh-ceg-bdi-afh.} 28024: 27960: 27625: 24119: 18926: 17921:{\displaystyle {\frac {d\det(A)}{d\alpha }}=\det(A)\operatorname {tr} \left(A^{-1}{\frac {dA}{d\alpha }}\right).} 15909: 13927: 13698: 486: 7962: 7919: 7876: 7790: 7653: 27478: 26560: 26424: 25164: 25113: 24872: 24687:
can be quickly calculated, since they are the products of the respective diagonal entries. The determinant of
24429: 20651: 19699: 3021:), or it can be denoted directly in terms of the matrix entries by writing enclosing bars instead of brackets: 27309: 23512:
of vector spaces. Minors of a matrix can also be cast in this setting, by considering lower alternating forms
19924: 17565: 16422: 5715:{\displaystyle |a_{1},\dots ,a_{j},\dots a_{i},\dots ,a_{n}|=-|a_{1},\dots ,a_{i},\dots ,a_{j},\dots ,a_{n}|.} 27578: 27162: 25359: 25305: 24154: 22599: 18423: 17739: 9382: 7330: 24468: 22656:. Adding yet another layer of abstraction, this is captured by saying that the determinant is a morphism of 14618: 27802: 27674: 27643: 26085: 20450: 19744: 18983: 18890: 4851: 25677: 23484:(as opposed to the determinant associated to an endomorphism) is sometimes also called the determinant of 18482: 1555:
under the mapping. The parallelogram defined by the rows of the above matrix is the one with vertices at
27907: 27757: 27573: 27129: 27023: 21421: 18999: 17558:
The Leibniz formula shows that the determinant of real (or analogously for complex) square matrices is a
17366: 12292: 10430: 1616:
is the area of the parallelogram, and thus represents the scale factor by which areas are transformed by
935:
The determinant has several key properties that can be proved by direct evaluation of the definition for
24138:
For matrices over non-commutative rings, multilinearity and alternating properties are incompatible for
1967:
Thus the determinant gives the scaling factor and the orientation induced by the mapping represented by
27812: 27706: 27271:"Division-free algorithms for the determinant and the Pfaffian: algebraic and combinatorial approaches" 27187: 26789: 25622:
Lin, Minghua; Sra, Suvrit (2014). "Completely strong superadditivity of generalized matrix functions".
20500: 20474: 19032: 18810: 18477: 8293: 8183: 7409:, both sides of the equation are alternating and multilinear as a function depending on the columns of 2672:.) In particular, if the determinant is zero, then this parallelotope has volume zero and is not fully 2669: 2598: 561: 509: 26882:
Garibaldi, Skip (2004), "The characteristic polynomial and determinant are not ad hoc constructions",
24192: 18626:
are column vectors of length 3, then the gradient over one of the three vectors may be written as the
17345:{\displaystyle \operatorname {tr} \left(I-A^{-1}\right)\leq \log \det(A)\leq \operatorname {tr} (A-I)} 12043:
of two square matrices of the same size is not in general expressible in terms of the determinants of
9308: 6826: 4950: 4630: 3570: 28052: 27701: 25730:
Kondratyuk, L. A.; Krivoruchenko, M. I. (1992). "Superconducting quark matter in SU(2) color group".
23515: 23457: 23164: 23134: 22877: 21873:
is defined to be the determinant of the matrix describing it, with respect to an arbitrary choice of
19007: 18991: 15931: 14033: 13766: 11911:{\displaystyle \det(X+cr)=\det(X)\det \left(1+rX^{-1}c\right)=\det(X)+r\,\operatorname {adj} (X)\,c.} 8349: 7913: 5423:
in defining the determinant, since without it the existence of an appropriate function is not clear.
4410: 517: 24960: 23926: 22082: 18975: 13420:{\displaystyle (A_{11}+A_{22})(B_{11}+B_{22})-(A_{11}B_{11}+A_{12}B_{21}+A_{21}B_{12}+A_{22}B_{22})} 4449:
if two of the integers are equal, and otherwise as the signature of the permutation defined by the
28044: 27927: 27619: 27495: 25843: 25320: 25236: 24423: 24235: 23711: 22626: 22384:{\displaystyle \operatorname {GL} _{n}(f):\operatorname {GL} _{n}(R)\to \operatorname {GL} _{n}(S)} 21618: 20419:) in a specified interval if and only if the given functions and all their derivatives up to order 18916: 16833:{\displaystyle (AB)_{J}^{I}=\sum _{K}A_{K}^{I}B_{J}^{K},\operatorname {tr} (A)=\sum _{I}A_{I}^{I}.} 14669: 14665: 14521: 12642: 12055: 8098: 7765: 2685: 27655:
Determinants explained in an easy fashion in the 4th chapter as a part of a Linear Algebra course.
25377: 25310: 24908:
reached by decomposition methods has been improved by different methods. If two matrices of order
24710: 24170: 22727: 21923: 17600: 28121: 28090: 28019: 27797: 27667: 27568: 26413:
a contradiction. There is no useful notion of multi-linear functions over a non-commutative ring.
25797: 25363: 24115: 23577: 21225: 20012: 19735:
time, which is comparable to more common methods of solving systems of linear equations, such as
19003: 18402:{\displaystyle \det(I+\epsilon X)=1+\operatorname {tr} (X)\epsilon +O\left(\epsilon ^{2}\right).} 14288:{\displaystyle \det(A)=\prod _{i=1}^{n}\lambda _{i}=\lambda _{1}\lambda _{2}\cdots \lambda _{n}.} 8070: 7829: 5983: 3564: 432:
with the same determinant, equal to the product of the diagonal entries of the row echelon form.
25149:
is based on the following idea: one replaces permutations (as in the Leibniz rule) by so-called
23242: 21641:
The above identities concerning the determinant of products and inverses of matrices imply that
6383:{\displaystyle A={\begin{bmatrix}-2&-1&2\\2&1&4\\-3&3&-1\end{bmatrix}}.} 504:
Determinants occur throughout mathematics. For example, a matrix is often used to represent the
28116: 27854: 27787: 27777: 26634: 25921:
Institute de France in Paris on November 30, 1812, and which was subsequently published in the
25411: 24419: 24373:
So, the determinant can be computed for almost free from the result of a Gaussian elimination.
24294: 24239: 24103: 23983: 22593: 22185: 21949: 21881:. By the similarity invariance, this determinant is independent of the choice of the basis for 21874: 20831: 20722: 20555: 19894: 18940: 18519: 15216: 14994: 14172: 14059: 13511: 12487: 12344: 12310: 11165: 10510: 9814: 9788: 9762: 9736: 9668: 9357: 8740: 5499: 5388: 4683: 3536: 938: 97: 54: 27649: 25200:, but the bit length of intermediate values can become exponentially long. By comparison, the 22735: 22273: 21834: 18450: 14595: 6961: 6792:{\displaystyle E={\begin{bmatrix}18&-3&2\\0&3&4\\0&0&-1\end{bmatrix}}} 6697:{\displaystyle D={\begin{bmatrix}5&-3&2\\13&3&4\\0&0&-1\end{bmatrix}}} 6602:{\displaystyle C={\begin{bmatrix}-3&5&2\\3&13&4\\0&0&-1\end{bmatrix}}} 6508:{\displaystyle B={\begin{bmatrix}-3&-1&2\\3&1&4\\0&3&-1\end{bmatrix}}} 6035: 28111: 27869: 27864: 27859: 27792: 27737: 27179: 26601:"Dodgson condensation: The historical and mathematical development of an experimental method" 25816:
Campbell, H: "Linear Algebra With Applications", pages 111–112. Appleton Century Crofts, 1971
25028: 24384: 24234:
Determinants are mainly used as a theoretical tool. They are rarely calculated explicitly in
22564:
of the determinant of such a matrix is equal to the determinant of the matrix reduced modulo
21826: 21822: 21406:{\displaystyle D(f)=\left({\frac {\partial f_{i}}{\partial x_{j}}}\right)_{1\leq i,j\leq n}.} 21041: 20539: 19918: 19917:-matrix consisting of the three vectors is zero. The same idea is also used in the theory of 19087: 18861: 17252:, the trace operator gives the following tight lower and upper bounds on the log determinant 13060: 9698: 8150: 7777: 7013: 6912: 6864: 6235: 3765: 3617: 2976: 2661: 2401: 2073: 26929: 25565:
Sothanaphan, Nat (January 2017). "Determinants of block matrices with noncommuting blocks".
25002: 24529: 23545: 19782:
is zero if and only if the column vectors (or, equivalently, the row vectors) of the matrix
19762: 7432: 6097: 6071: 3268:, i.e. one with the same number of rows and columns: the determinant can be defined via the 27879: 27844: 27831: 27722: 27530: 27466: 27400: 27305: 27169: 27010: 26921: 25739: 25610: 25271: 25158: 24351: 24007: 24003: 23626: 23613: 23430: 22661: 22229: 22179: 21417: 19860: 19575: 19229: 18979: 18871: 18597: 14589: 12473: 11041: 9346: 7694: 7648: 6262: 5994: 5436: 4811: 3706: 3514:
written beside it as in the illustration. This scheme for calculating the determinant of a
565: 490: 425: 50: 26930:"A condensation-based application of Cramer's rule for solving large-scale linear systems" 25897: 24931: 22259: 20901: 20693: 19038: 13737: 11518:{\displaystyle \det \left(I_{\mathit {m}}+AB\right)=\det \left(I_{\mathit {n}}+BA\right),} 8: 28057: 27937: 27912: 27762: 27630: 27605: 25519: 24355: 24178: 24127: 23996: 23659: 21943: 20422: 19988: 19756: 18931: 18893:(1811, 1812), who formally stated the theorem relating to the product of two matrices of 18864:(1773) treated determinants of the second and third order and applied it to questions of 18291: 17624: 17370: 12020: 11431:
have dimensions allowing them to be multiplied in either order forming a square matrix):
11220: 11194: 8502: 7496: 3811: 3785: 2693: 25743: 24753: 24730: 24323: 24248: 21628:, the determinant can be used to measure the rate of expansion of a map near the poles. 14028:
The determinant is closely related to two other central concepts in linear algebra, the
13914:{\displaystyle \det(aI+b\mathbf {i} )=a^{2}\det(I)+b^{2}\det(\mathbf {i} )=a^{2}+b^{2}.} 11987: 11964: 388: 27767: 27519: 27408: 27356: 26909: 26891: 26859: 26746: 26700: 26476: 25755: 25623: 25592: 25574: 25547: 25539: 25404: 25315: 25300: 25291: 25207: 24911: 24776: 24690: 24670: 24650: 24630: 24610: 24590: 24570: 24565: 24506: 24271: 23688: 23664: 23487: 23410: 23222: 23194: 22927: 22907: 22854: 22834: 22814: 22787: 22767: 22585: 22567: 22547: 22414: 22394: 22253: 22235: 22211: 22115: 22062: 22056: 22038: 21903: 21306: 20877: 20857: 20761: 20631: 20507:. In the case of an orthogonal basis, the magnitude of the determinant is equal to the 20462: 20402: 19785: 19296: 19276: 19256: 19067: 18865: 17934: 17795: 17775: 15175: 14968: 14948: 14928: 14571: 14547: 14527: 14503: 14408: 14388: 14368: 14348: 14328: 14308: 14299: 14089: 14039: 13678: 13658: 13089: 13040: 12625:{\displaystyle \det(A+B)=\det(A)+\det(B)+{\text{tr}}(A){\text{tr}}(B)-{\text{tr}}(AB).} 12100: 12080: 12060: 11944: 11924: 11377:{\displaystyle \det {\begin{pmatrix}A&B\\B&A\end{pmatrix}}=\det(A-B)\det(A+B).} 11266: 11246: 11018: 10998: 10539: 10490: 9978: 9591: 8908: 8768: 8355: 8273: 8253: 8233: 8123: 7856: 7784: 7630: 7610: 7478: 7455: 7412: 7392: 7303: 7283: 7167: 6397: 6269: 6011: 5525: 4945: 4927: 4888: 4713: 4344: 2697: 2372: 1327: 421: 109: 27121: 26803: 26784: 21811:{\displaystyle \det(A)=\det(X)^{-1}\det(B)\det(X)=\det(B)\det(X)^{-1}\det(X)=\det(B).} 21165: 11188:
blocks, again under appropriate commutativity conditions among the individual blocks.
5722:
This formula can be applied iteratively when several columns are swapped. For example
27965: 27922: 27849: 27742: 27586: 27546: 27534: 27523: 27482: 27452: 27386: 27368: 27331: 27291: 27246: 27228: 27210: 27191: 27146: 27111: 27091: 27077: 27064: 27046: 27028: 26996: 26970: 26837: 26827: 26770: 26662: 26550: 26539:
Proceedings of the 1997 international symposium on Symbolic and algebraic computation
26430: 25948:
http://www-history.mcs.st-and.ac.uk/history/HistTopics/Matrices_and_determinants.html
25759: 25596: 25285: 25201: 24367: 22541: 22268: 22108: 21642: 21036: 20520: 20512: 20446: 19686:{\displaystyle A\,\operatorname {adj} (A)=\operatorname {adj} (A)\,A=\det(A)\,I_{n}.} 18875: 18874:(1801) made the next advance. Like Lagrange, he made much use of determinants in the 18831: 9996: 8117: 7500: 6029: 5982:
Yet more generally, any permutation of the columns multiplies the determinant by the
1705:
this already is the signed area, yet it may be expressed more conveniently using the
1519: 573: 498: 478: 417: 116: 105: 26750: 25551: 25274:. Unfortunately this interesting method does not always work in its original form. 13241:{\displaystyle \det(A)+\det(B)+A_{11}B_{22}+B_{11}A_{22}-A_{12}B_{21}-B_{12}A_{21}.} 1971:. When the determinant is equal to one, the linear mapping defined by the matrix is 27970: 27874: 27727: 27511: 27436: 27360: 27281: 27018: 26988: 26944: 26901: 26869: 26808: 26798: 26738: 26692: 26612: 26542: 25893: 25747: 25656: 25584: 25531: 24415: 24411: 24359: 24166: 23617: 22872: 22809: 21898: 20684: 19885: 19740: 19736: 19114: 18820: 17547: 15199: 14661: 12304: 12300: 9838: 8109:
whose entries are the determinants of all quadratic submatrices of a given matrix.
5287: 3007: 1739:
becomes the signed area in question, which can be determined by the pattern of the
513: 429: 27654: 27640:
Compute determinants of matrices up to order 6 using Laplace expansion you choose.
28029: 27822: 27782: 27772: 27637: 27589: 27475:
Companion Encyclopedia of the History and Philosophy of the Mathematical Sciences
27462: 27396: 27301: 27166: 27006: 26917: 26874: 26719: 23971: 23621: 22657: 22589: 22035:
is invertible (in the sense that there is an inverse matrix whose entries are in
21229: 20524: 18856:
gave the general method of expanding a determinant in terms of its complementary
17543: 16851:
expansion of the logarithm when the expansion converges. If every eigenvalue of
16848: 16483: 9377: 8106: 7956: 7773: 6229: 4916: 4906: 3700: 1636: 1632: 962: 450: 11152:{\displaystyle \det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}=\det(AD-BC).} 28034: 27955: 27690: 27158: 25154: 24318: 24223: 23748: 20575: 20571: 20504: 19011: 18967: 18883: 18857: 18285: 17620: 17539: 16629:{\displaystyle \det(A)={\frac {(-1)^{n}}{n!}}B_{n}(s_{1},s_{2},\ldots ,s_{n}).} 14083: 8144: 7999: 7321: 5419: 3967: 3510: 3503: 3264:
There are various equivalent ways to define the determinant of a square matrix
1960: 1740: 1536: 541: 101: 27364: 26992: 26949: 26617: 25588: 25353: 24773:
for an odd number of permutations). Once such a LU decomposition is known for
21981:
still holds, as do all the properties that result from that characterization.
12820:{\displaystyle (A_{11}+B_{11})(A_{22}+B_{22})-(A_{12}+B_{12})(A_{21}+B_{21}).} 9691:-matrix above continues to hold, under appropriate further assumptions, for a 7783:
Because the determinant respects multiplication and inverses, it is in fact a
28105: 28067: 27990: 27950: 27917: 27897: 27515: 27280:, Lecture Notes in Comput. Sci., vol. 2122, Springer, pp. 119–135, 26841: 26650: 25469: 25261: 24186: 23509: 23505: 21159: 18944: 18827: 18627: 17535: 14018: 11772:{\displaystyle \det(X+AB)=\det(X)\det \left(I_{\mathit {n}}+BX^{-1}A\right),} 11035: 4993: 4806: 4453:
tuple of integers. With the Levi-Civita symbol, the Leibniz formula becomes
2713: 1972: 1955: 1548: 549: 58: 27286: 26678:"Sylvester's Identity and Multistep Integer-Preserving Gaussian Elimination" 25661: 19802:
are linearly dependent. For example, given two linearly independent vectors
19216:{\displaystyle x_{i}={\frac {\det(A_{i})}{\det(A)}}\qquad i=1,2,3,\ldots ,n} 9580:{\displaystyle (\det A)I=A\operatorname {adj} A=(\operatorname {adj} A)\,A.} 7753:{\displaystyle \operatorname {SL} _{n}(K)\subset \operatorname {GL} _{n}(K)} 1682:
representing the parallelogram's sides. The signed area can be expressed as
556:-dimensional volume are transformed under the endomorphism. This is used in 470:
Adding a multiple of one row to another row does not change the determinant.
28000: 27889: 27839: 27732: 24317:-matrix. Thus, the number of required operations grows very quickly: it is 23979: 21867: 18963: 18879: 17205: 14110: 9692: 7761: 2465:{\displaystyle \mathbf {a} _{1},\mathbf {a} _{2},\ldots ,\mathbf {a} _{n},} 545: 482: 26742: 26723: 26546: 25983: 8105:
matrices. This formula can also be recast as a multiplicative formula for
27980: 27902: 27747: 24362:. One can restrict the computation to elementary matrices of determinant 24219: 23801:, but also includes several further cases including the determinant of a 22805: 21625: 21429: 21028: 19888: 18849: 18843: 18413: 16704:. The product and trace of such matrices are defined in a natural way as 12461:{\displaystyle {\sqrt{\det(A+B)}}\geq {\sqrt{\det(A)}}+{\sqrt{\det(B)}},} 9999:, then it follows with results from the section on multiplicativity that 8763:-matrices gives back the Leibniz formula mentioned above. Similarly, the 6221:{\displaystyle \det(A)=a_{11}a_{22}\cdots a_{nn}=\prod _{i=1}^{n}a_{ii}.} 4207: 3699:
exhausting the entire set. The set of all such permutations, called the
3560: 2063: 1628: 1627:
The absolute value of the determinant together with the sign becomes the
1552: 505: 42: 31: 30:
This article is about mathematics. For determinants in epidemiology, see
27440: 19313:. This follows immediately by column expansion of the determinant, i.e. 19010:; compound determinants by Sylvester, Reiss, and Picquet; Jacobians and 18951:
introduced the modern notation for the determinant using vertical bars.
5291:: whenever two columns of a matrix are identical, its determinant is 0: 467:
Multiplying a row by a number multiplies the determinant by this number.
381:
matrix can be defined in several equivalent ways, the most common being
28009: 27752: 27175: 26913: 26704: 25751: 25543: 25436: 24182: 23921: 23802: 22107:, this means that the determinant is +1 or −1. Such a matrix is called 20458: 18959: 18860:: Vandermonde had already given a special case. Immediately following, 17559: 15005:
and also equals the sum of the eigenvalues. Thus, for complex matrices
14672:
asserts that this is equivalent to the determinants of the submatrices
14565: 14029: 7760:. More generally, the word "special" indicates the subgroup of another 1532: 1090:{\displaystyle {\begin{vmatrix}a&b\\a&b\end{vmatrix}}=ab-ba=0.} 521: 93: 26785:"Triangular Factorization and Inversion by Fast Matrix Multiplication" 26541:. ISSAC '97. Kihei, Maui, Hawaii, United States: ACM. pp. 28–31. 20503:
of the basis is consistent with or opposite to the orientation of the
12007:
have the same characteristic polynomials (hence the same eigenvalues).
27807: 27594: 26896: 26813: 24288: 24242:, however, does frequently use calculations related to determinants. 24145:, so there is no good definition of the determinant in this setting. 23682: 22252:. Since it respects the multiplication in both groups, this map is a 21032: 20895: 20454: 20016: 18995: 18971: 18417: 12213:{\displaystyle \det(A+B+C)+\det(C)\geq \det(A+C)+\det(B+C){\text{,}}} 9590:
Thus the adjugate matrix can be used for expressing the inverse of a
8140: 8060:{\displaystyle \operatorname {GL} _{n}(K)/\operatorname {SL} _{n}(K)} 7161: 3612: 2390: 1652:
is the signed area, one may consider a matrix containing two vectors
409: 196:{\displaystyle {\begin{vmatrix}a&b\\c&d\end{vmatrix}}=ad-bc,} 26905: 26696: 26600: 25535: 14564:. By means of this polynomial, determinants can be used to find the 11162:
This formula has been generalized to matrices composed of more than
27975: 27418:
Cayley, Arthur (1841), "On a theorem in the geometry of position",
26481: 25935: 25579: 23975: 23580:
of a matrix is defined as the determinant, except that the factors
22537:
holds. In other words, the displayed commutative diagram commutes.
20499:. In that case, the sign of the determinant determines whether the 20480: 18987: 18955: 17769: 7690: 7596:{\displaystyle \det \left(A^{-1}\right)={\frac {1}{\det(A)}}=^{-1}} 6120:, then its determinant equals the product of the diagonal entries: 3533:
Generalizing the above to higher dimensions, the determinant of an
2668:. (The sign shows whether the transformation preserves or reverses 1980: 557: 525: 497:
of a linear endomorphism, which does not depend on the choice of a
26864: 25645:"Inequalities of Generalized Matrix Functions via Tensor Products" 25628: 22711:{\displaystyle \det :\operatorname {GL} _{n}\to \mathbb {G} _{m}.} 22168:{\displaystyle \operatorname {GL} _{n}(R)\rightarrow R^{\times },} 16639:
This formula can also be used to find the determinant of a matrix
16482:
The formula can be expressed in terms of the complete exponential
7389:
This key fact can be proven by observing that, for a fixed matrix
27659: 27136:, Revised and enlarged by William H. Metzler, New York, NY: Dover 25890:
The Theory of Determinants in the historical Order of Development
24370:, its determinant is the product of the entries of its diagonal. 22851:
can be formulated in a coordinate-free manner by considering the
20574:
of the determinant of real vectors is equal to the volume of the
20479:
The determinant can be thought of as assigning a number to every
18925:
used the functional determinant which Sylvester later called the
14305:
From this, one immediately sees that the determinant of a matrix
9502:{\displaystyle (\operatorname {adj} (A))_{i,j}=(-1)^{i+j}M_{ji}.} 2676:-dimensional, which indicates that the dimension of the image of 35: 25106:. This exponent has been further lowered, as of 2016, to 2.373. 24607:
in each column, and otherwise zeros), a lower triangular matrix
9650:{\displaystyle A^{-1}={\frac {1}{\det A}}\operatorname {adj} A.} 8896:{\displaystyle \det(A)=\sum _{i=1}^{n}(-1)^{i+j}a_{i,j}M_{i,j}.} 8481:{\displaystyle \det(A)=\sum _{j=1}^{n}(-1)^{i+j}a_{i,j}M_{i,j},} 6252:
which gives a non-zero contribution is the identity permutation.
1100:
This holds similarly if the two columns are the same. Moreover,
1017:
is 1. Second, the determinant is zero if two rows are the same:
92:. Its value characterizes some properties of the matrix and the 27985: 25025:, then there is an algorithm computing the determinant in time 24118:, one may define a positive real-valued determinant called the 24092:{\displaystyle \det(I+A)=\exp(\operatorname {tr} (\log(I+A))).} 23653: 21285:{\displaystyle f:\mathbf {R} ^{n}\rightarrow \mathbf {R} ^{n},} 20687: 20449:, this implies the given functions are linearly dependent. See 18912: 18852:(1771) first recognized determinants as independent functions. 15904:. Such expressions are deducible from combinatorial arguments, 5989:
If some column can be expressed as a linear combination of the
3499: 1706: 1631:
of the parallelogram. The signed area is the same as the usual
544:
is expressed by a determinant, and the determinant of a linear
533: 416:) signed products of matrix entries. It can be computed by the 27535:"Recherches sur le calcul intégral et sur le systéme du monde" 26532:"On the worst-case complexity of integer Gaussian elimination" 24226:
form the class closest to matrices with commutative elements.
23191:
is given by multiplying with some scalar, i.e., an element in
14164:{\displaystyle \lambda _{1},\lambda _{2},\ldots ,\lambda _{n}} 1984:
is related to these ideas. In 2D, it can be interpreted as an
1010:{\displaystyle {\begin{pmatrix}1&0\\0&1\end{pmatrix}}} 634:{\displaystyle {\begin{pmatrix}a&b\\c&d\end{pmatrix}}} 493:
does not depend on the chosen basis. This allows defining the
27227:, Undergraduate Texts in Mathematics (3 ed.), Springer, 27209:, Undergraduate Texts in Mathematics (2 ed.), Springer, 19015: 18587:{\displaystyle A={\begin{bmatrix}a&b&c\end{bmatrix}}} 13494:{\displaystyle {\text{tr}}(A){\text{tr}}(B)-{\text{tr}}(AB).} 4404: 25102:
algorithm for computing the determinant exists based on the
24133: 21212:{\displaystyle f\colon \mathbf {R} ^{2}\to \mathbf {R} ^{2}} 21158:, or any other combination of pairs of vertices that form a 19891:
by the former two vectors exactly if the determinant of the
14023: 24122:
using the canonical trace. In fact, corresponding to every
18838:
stated, without proof, Cramer's rule. Both Cramer and also
18826:
Determinants proper originated separately from the work of
17365:. This relationship can be derived via the formula for the 15160:{\displaystyle \operatorname {tr} (A)=\log(\det(\exp(A))).} 14182:
times in this list.) Then, it turns out the determinant of
8143:
in terms of determinants of smaller matrices, known as its
1709:
of the complementary angle to a perpendicular vector, e.g.
1702: 645:" or by vertical bars around the matrix, and is defined as 100:, by the matrix. In particular, the determinant is nonzero 25270:
fame) invented a method for computing determinants called
24102:
Another infinite-dimensional notion of determinant is the
23576:
Determinants as treated above admit several variants: the
22431:. The determinant respects these maps, i.e., the identity 21670:. Indeed, repeatedly applying the above identities yields 15076:{\displaystyle \det(\exp(A))=\exp(\operatorname {tr} (A))} 14298:
The product of all non-zero eigenvalues is referred to as
14019:
Properties of the determinant in relation to other notions
11650:{\displaystyle \det \left(I_{\mathit {m}}+cr\right)=1+rc.} 9411:
is the transpose of the matrix of the cofactors, that is,
8499:. For example, the Laplace expansion along the first row ( 1547:. In either case, the images of the basis vectors form a 27245:. Graduate Texts in Mathematics. New York, NY: Springer. 27110:, Society for Industrial and Applied Mathematics (SIAM), 24854:{\displaystyle \det(A)=\varepsilon \det(L)\cdot \det(U).} 21892: 12639:
This can be shown by writing out each term in components
7239:{\displaystyle \det \left(A^{\textsf {T}}\right)=\det(A)} 5372:{\displaystyle |a_{1},\dots ,v,\dots ,v,\dots ,a_{n}|=0.} 512:, and determinants can be used to solve these equations ( 27646:
Calculator for matrix determinants, up to the 8th order.
27161:(1947) "Some identities in the theory of determinants", 25837:
A Brief History of Linear Algebra and Matrix Theory at:
25611:
http://www.ee.ic.ac.uk/hp/staff/dmb/matrix/proof003.html
23909:{\displaystyle \det(a+ib+jc+kd)=a^{2}+b^{2}+c^{2}+d^{2}} 22028:{\displaystyle A\in \operatorname {Mat} _{n\times n}(R)} 20628:
is the linear map given by multiplication with a matrix
19031:
Determinants can be used to describe the solutions of a
3692:{\displaystyle \sigma (1),\sigma (2),\ldots ,\sigma (n)} 489:, the determinant of the matrix that represents it on a 27433:
Introduction à l'analyse des lignes courbes algébriques
25729: 23454:. For this reason, the highest non-zero exterior power 21151:{\displaystyle {\frac {1}{6}}\cdot |\det(a-b,b-c,c-d)|} 20511:
of the lengths of the basis vectors. For instance, an
12283:{\displaystyle \det(A+B)\geq \det(A)+\det(B){\text{.}}} 460:
The exchange of two rows multiplies the determinant by
27650:
Matrices and Linear Algebra on the Earliest Uses Pages
26356: 26311: 26269: 26223: 26181: 23571: 20821:{\displaystyle f:\mathbf {R} ^{n}\to \mathbf {R} ^{m}} 20621:{\displaystyle f:\mathbf {R} ^{n}\to \mathbf {R} ^{n}} 20084: 19443: 19353: 18868:; he proved many special cases of general identities. 18560: 18476:. The above formula shows that its Lie algebra is the 16147: 15001:) is by definition the sum of the diagonal entries of 14700: 14086:
entries. Then, by the Fundamental Theorem of Algebra,
13611: 13569: 11569:
From this general result several consequences follow.
11301: 11088: 10835: 10679: 10636: 10578: 10278: 10122: 10079: 10021: 9928: 9859: 9313: 8922: 8693: 8651: 8609: 8540: 6725: 6630: 6535: 6438: 6307: 4675: 4000: 3854: 3314: 3036: 2745: 2303: 2234: 2172: 1900: 1868: 1467: 1359: 1267: 1228: 1115: 1032: 976: 827: 785: 702: 663: 600: 225: 141: 26847: 26583: 26506: 26462: 26152: 25840:"A Brief History of Linear Algebra and Matrix Theory" 25468:, §III.8, Proposition 1 proves this result using the 25210: 25167: 25116: 25069: 25031: 25005: 24963: 24934: 24914: 24875: 24802: 24779: 24756: 24733: 24713: 24693: 24673: 24653: 24633: 24613: 24593: 24573: 24532: 24509: 24471: 24432: 24387: 24326: 24297: 24274: 24251: 24195: 24019: 23929: 23814: 23794:{\displaystyle A=\operatorname {Mat} _{n\times n}(F)} 23756: 23714: 23691: 23667: 23629: 23586: 23548: 23518: 23490: 23460: 23433: 23413: 23281: 23245: 23225: 23197: 23167: 23137: 22953: 22930: 22910: 22880: 22857: 22837: 22817: 22790: 22770: 22738: 22673: 22629: 22602: 22570: 22550: 22527:{\displaystyle f(\det((a_{i,j})))=\det((f(a_{i,j})))} 22440: 22417: 22397: 22308: 22276: 22238: 22214: 22188: 22126: 22085: 22065: 22041: 21990: 21952: 21926: 21906: 21837: 21679: 21474: 21317: 21245: 21175: 21082: 21044: 21031:
bounded by four points, they can be used to identify
20936: 20904: 20880: 20860: 20834: 20784: 20764: 20725: 20696: 20654: 20634: 20584: 20425: 20405: 20028: 19991: 19927: 19897: 19863: 19808: 19788: 19765: 19702: 19612: 19578: 19322: 19299: 19279: 19259: 19232: 19126: 19090: 19070: 19041: 18639: 18600: 18548: 18522: 18485: 18453: 18426: 18323: 18294: 18099: 17960: 17937: 17821: 17798: 17778: 17742: 17636: 17603: 17568: 17385: 17261: 17047: 16864: 16713: 16516: 16425: 16126: 15943: 15356: 15316:{\displaystyle \det(A)=\exp(\operatorname {tr} (L)).} 15267: 15219: 15099: 15018: 14971: 14951: 14931: 14681: 14621: 14598: 14574: 14550: 14530: 14506: 14437: 14411: 14391: 14371: 14351: 14331: 14311: 14199: 14118: 14092: 14062: 14042: 13969: 13930: 13803: 13769: 13740: 13701: 13681: 13661: 13540: 13514: 13439: 13260: 13115: 13092: 13063: 13043: 12839: 12694: 12645: 12519: 12490: 12373: 12347: 12313: 12226: 12123: 12103: 12083: 12063: 12023: 11990: 11967: 11947: 11927: 11789: 11682: 11594: 11440: 11292: 11269: 11249: 11223: 11197: 11168: 11079: 11044: 11021: 11001: 10565: 10542: 10513: 10493: 10433: 10008: 9981: 9850: 9817: 9791: 9765: 9739: 9701: 9671: 9603: 9521: 9420: 9385: 9311: 9293:-term Laplace expansion along a row or column can be 8916: 8796: 8771: 8743: 8534: 8505: 8381: 8358: 8296: 8276: 8256: 8236: 8186: 8153: 8126: 8073: 8007: 7965: 7922: 7879: 7873:. This homomorphism is surjective and its kernel is 7859: 7832: 7793: 7764:
of matrices of determinant one. Examples include the
7702: 7656: 7633: 7613: 7513: 7481: 7458: 7435: 7415: 7395: 7333: 7306: 7286: 7271: 7197: 7170: 7068: 7016: 6964: 6915: 6867: 6829: 6713: 6618: 6523: 6426: 6400: 6295: 6272: 6238: 6126: 6100: 6074: 6038: 6014: 5728: 5551: 5528: 5502: 5445: 5391: 5299: 5019: 4953: 4930: 4891: 4854: 4814: 4795:{\displaystyle A={\big (}a_{1},\dots ,a_{n}{\big )},} 4739: 4716: 4686: 4633: 4462: 4413: 4352: 4219: 3979: 3842: 3814: 3788: 3768: 3736: 3709: 3640: 3620: 3573: 3539: 3308: 3030: 2979: 2733: 2610: 2478: 2410: 2375: 2163: 2076: 1762: 1353: 1330: 1109: 1026: 970: 941: 776: 654: 594: 391: 219: 135: 27584: 25366:
from the original on 2021-12-11 – via YouTube.
25281: 24109: 23986:, also arise as special cases of this construction. 21228:, much of the above carries over by considering the 16406:
where the sum is taken over the set of all integers
16117:
In the general case, this may also be obtained from
1324:
Finally, if any column is multiplied by some number
22114:The determinant being multiplicative, it defines a 19113:is nonzero. In this case, the solution is given by 19014:by Sylvester; and symmetric gauche determinants by 7912:(the matrices with determinant one). Hence, by the 7146:{\displaystyle |A|=-|E|=-(18\cdot 3\cdot (-1))=54.} 3518:matrix does not carry over into higher dimensions. 1527:If the matrix entries are real numbers, the matrix 26405: 25642: 25403: 25216: 25192: 25141: 25094: 25055: 25017: 24991: 24949: 24920: 24900: 24853: 24785: 24765: 24742: 24719: 24699: 24679: 24659: 24647:. The determinants of the two triangular matrices 24639: 24619: 24599: 24579: 24553: 24515: 24492: 24457: 24402: 24335: 24309: 24280: 24260: 24210: 24130:there is a notion of Fuglede−Kadison determinant. 24091: 23962: 23908: 23793: 23735: 23697: 23673: 23642: 23604: 23560: 23534: 23496: 23476: 23446: 23419: 23396: 23264: 23231: 23203: 23183: 23153: 23120: 22936: 22916: 22896: 22863: 22843: 22823: 22796: 22776: 22756: 22710: 22648: 22615: 22576: 22556: 22526: 22423: 22403: 22383: 22294: 22244: 22220: 22200: 22167: 22099: 22071: 22047: 22027: 21973: 21934: 21912: 21855: 21810: 21653:are similar, if there exists an invertible matrix 21606: 21405: 21284: 21211: 21150: 21068: 21016: 20919: 20886: 20866: 20846: 20820: 20770: 20750: 20711: 20675: 20640: 20620: 20565: 20437: 20411: 20388: 20003: 19977: 19909: 19876: 19849: 19794: 19774: 19727: 19685: 19591: 19561: 19305: 19285: 19265: 19245: 19215: 19105: 19076: 19056: 18793: 18618: 18586: 18534: 18505: 18468: 18439: 18401: 18306: 18272: 18079: 17943: 17920: 17804: 17784: 17760: 17725: 17611: 17589: 17523: 17344: 17193: 17021: 16832: 16628: 16471: 16395: 16106: 15889: 15315: 15243: 15159: 15075: 14977: 14957: 14937: 14914: 14649: 14604: 14580: 14556: 14536: 14512: 14489: 14417: 14397: 14377: 14357: 14337: 14317: 14287: 14163: 14098: 14074: 14048: 14007: 13955: 13913: 13786: 13755: 13726: 13687: 13667: 13647: 13526: 13493: 13419: 13240: 13098: 13078: 13049: 13026: 12819: 12677: 12624: 12502: 12460: 12359: 12325: 12282: 12212: 12109: 12089: 12069: 12035: 11999: 11976: 11953: 11933: 11910: 11771: 11649: 11517: 11387: 11376: 11275: 11255: 11235: 11209: 11180: 11151: 11062: 11027: 11007: 10973: 10548: 10525: 10499: 10479: 10416: 9987: 9964: 9829: 9803: 9777: 9751: 9725: 9683: 9649: 9579: 9501: 9403: 9338: 9281: 8895: 8777: 8755: 8726: 8517: 8480: 8364: 8340: 8282: 8262: 8242: 8222: 8172: 8132: 8086: 8059: 7990: 7947: 7904: 7865: 7845: 7818: 7752: 7681: 7639: 7619: 7595: 7487: 7464: 7444: 7421: 7401: 7378: 7312: 7292: 7238: 7176: 7145: 7048: 6999: 6947: 6899: 6845: 6791: 6696: 6601: 6507: 6406: 6382: 6278: 6244: 6220: 6112: 6086: 6060: 6020: 5974: 5714: 5534: 5514: 5488: 5403: 5371: 5271: 4984: 4936: 4897: 4877: 4839:) is composed of the entries of the matrix in the 4827: 4794: 4722: 4698: 4660: 4612: 4437: 4392:{\displaystyle \varepsilon _{i_{1},\ldots ,i_{n}}} 4391: 4331: 4195: 3966:the Leibniz formula for its determinant is, using 3955: 3823: 3800: 3774: 3754: 3722: 3691: 3626: 3603: 3551: 3452: 3253: 2998: 2962: 2692:produces a linear transformation which is neither 2648: 2587: 2464: 2381: 2358: 2146: 1944: 1503: 1336: 1313: 1089: 1009: 953: 919: 756: 633: 445:matrices that has the four following properties: 400: 360: 195: 27603: 26426:Supersymmetry for mathematicians: An introduction 25443:, 2nd Edition, Addison-Wesley, 1971, pp 173, 191. 21636: 14171:. (Here it is understood that an eigenvalue with 4580: 1988:formed by imagining two vectors each with origin 28103: 27472: 27325: 26967:Mathematics for Physical Science and Engineering 26643:Elementary Linear Algebra (Applications Version) 26450: 25784: 25358:(video lecture). WildLinAlg. Sydney, Australia: 24836: 24821: 24803: 24388: 24161:as value on some pair of arguments implies that 24020: 24010:by an appropriate generalization of the formula 23815: 23715: 23504:and similarly for more involved objects such as 23347: 22674: 22484: 22447: 21953: 21793: 21778: 21756: 21744: 21729: 21717: 21695: 21680: 21558: 21101: 20966: 20731: 19766: 19657: 19547: 19435: 19345: 19323: 19164: 19143: 19091: 18752: 18704: 18656: 18513:consisting of those matrices having trace zero. 18454: 18324: 18199: 18124: 18100: 18031: 17967: 17854: 17828: 17643: 17425: 17306: 16865: 16517: 16127: 15622: 15466: 15361: 15268: 15127: 15019: 14592:of this polynomial, i.e., those complex numbers 14460: 14200: 13985: 13970: 13868: 13843: 13804: 13131: 13116: 13064: 12556: 12541: 12520: 12479: 12435: 12409: 12377: 12263: 12248: 12227: 12187: 12166: 12151: 12124: 11867: 11826: 11814: 11790: 11719: 11707: 11683: 11595: 11478: 11441: 11353: 11335: 11293: 11122: 11080: 10930: 10918: 10827: 10815: 10784: 10754: 10671: 10628: 10616: 10570: 10434: 10373: 10361: 10270: 10258: 10227: 10197: 10114: 10071: 10059: 10013: 9920: 9905: 9893: 9851: 9626: 9525: 8797: 8382: 8101:is a generalization of that product formula for 7568: 7547: 7514: 7436: 7364: 7352: 7334: 7224: 7198: 6127: 5474: 5446: 5011:is expressible as a similar linear combination: 4855: 4670: 4463: 4220: 3980: 2611: 777: 655: 27504:Journal für die reine und angewandte Mathematik 26983:Kleiner, Israel (2007), Kleiner, Israel (ed.), 26044:Linear Algebra and Its Applications 6th Edition 25239:allows rapid calculation of the determinant of 24006:defines the determinant for operators known as 21885:and therefore only depends on the endomorphism 21420:, appears in the higher-dimensional version of 20578:spanned by those vectors. As a consequence, if 19850:{\displaystyle v_{1},v_{2}\in \mathbf {R} ^{3}} 5993:columns (i.e. the columns of the matrix form a 5431:These rules have several further consequences: 3480:negative for an odd number. For the example of 27058: 26110: 24189:(i.e., matrices whose entries are elements of 14490:{\displaystyle \chi _{A}(t)=\det(t\cdot I-A).} 9695:, i.e., a matrix composed of four submatrices 1620:. (The parallelogram formed by the columns of 385:, which expresses the determinant as a sum of 27675: 27449:An introduction to the history of mathematics 27435:, Genève: Frères Cramer & Cl. Philibert, 26782: 26495: 25095:{\displaystyle \operatorname {O} (n^{2.376})} 23612:occurring in Leibniz's rule are omitted. The 22584:(the latter determinant being computed using 21631: 21220:parallelogram to that of the original square. 20453:. Another such use of the determinant is the 9329: 9316: 5046: 4784: 4748: 27626:Determinant Interactive Program and Tutorial 27551:: CS1 maint: multiple names: authors list ( 26822:Dummit, David S.; Foote, Richard M. (2004), 23654:Determinants for finite-dimensional algebras 23605:{\displaystyle \operatorname {sgn}(\sigma )} 22263:The determinant is a natural transformation. 19603:. The rule is also implied by the identity 18842:were led to determinants by the question of 17038:is the identity matrix. More generally, if 14428:The characteristic polynomial is defined as 14008:{\displaystyle \det(I)=\det(\mathbf {i} )=1} 10995:size further formulas hold. For example, if 4652: 4634: 4432: 4414: 4210:for the product, this can be shortened into 3755:{\displaystyle \operatorname {sgn}(\sigma )} 3598: 3574: 2649:{\displaystyle \det(A)=\pm {\text{vol}}(P),} 27:In mathematics, invariant of square matrices 27451:(6 ed.), Saunders College Publishing, 27174: 27016: 26927: 26821: 26422: 26068: 26056: 25994: 25812: 25810: 25808: 25772: 25716: 25704: 25564: 25505: 25493: 25481: 24727:of the corresponding permutation (which is 23239:satisfying the following identity (for all 22732:The determinant of a linear transformation 21821:The determinant is therefore also called a 21035:. The volume of any tetrahedron, given its 18939:. About the time of Jacobi's last memoirs, 14544:is the identity matrix of the same size as 13956:{\displaystyle {\text{tr}}(\mathbf {i} )=0} 13727:{\displaystyle {\text{tr}}(\mathbf {i} )=0} 9349:, each the product of the determinant of a 6813:add 3 times the third column to the second 2604:-dimensional volume of this parallelotope, 1543:, and one that maps them to the columns of 27682: 27668: 27566: 27539:Histoire de l'Académie Royale des Sciences 27410:Théorie générale des equations algébriques 27107:Matrix Analysis and Applied Linear Algebra 25925:, Cahier 17, Tome 10, pages 29–112 (1815). 25728:A proof can be found in the Appendix B of 25351: 24750:for an even number of permutations and is 24465:, which is a significant improvement over 9360:and the determinant of the complementary ( 7991:{\displaystyle \operatorname {GL} _{n}(K)} 7948:{\displaystyle \operatorname {SL} _{n}(K)} 7905:{\displaystyle \operatorname {SL} _{n}(K)} 7819:{\displaystyle \operatorname {GL} _{n}(K)} 7682:{\displaystyle \operatorname {GL} _{n}(K)} 7324:equals the product of their determinants: 6000:Adding a scalar multiple of one column to 2660:-dimensional volume scaling factor of the 2070:is written in terms of its column vectors 27326:Trefethen, Lloyd; Bau III, David (1997), 27285: 27061:Commutative Algebra: Constructive Methods 26948: 26895: 26881: 26873: 26863: 26812: 26802: 26616: 26529: 26480: 26126: 26086:Natural transformation § Determinant 25660: 25627: 25578: 25517: 25401: 25193:{\displaystyle \operatorname {O} (n^{3})} 25161:(or LU decomposition) method is of order 25142:{\displaystyle \operatorname {O} (n^{4})} 24901:{\displaystyle \operatorname {O} (n^{3})} 24793:, its determinant is readily computed as 24458:{\displaystyle \operatorname {O} (n^{3})} 24354:consists of left multiplying a matrix by 24198: 24134:Related notions for non-commutative rings 22695: 21592: 21508: 20980: 20676:{\displaystyle S\subset \mathbf {R} ^{n}} 20468: 19755:Determinants can be used to characterize 19728:{\displaystyle \operatorname {O} (n^{3})} 19669: 19650: 19616: 18816:The Nine Chapters on the Mathematical Art 17241: 17226:are zero and the remaining polynomial is 17187: 17015: 14024:Eigenvalues and characteristic polynomial 11901: 11885: 10991:If the blocks are square matrices of the 10780: 10776: 10753: 10223: 10219: 10196: 9570: 7211: 6394:Computation of the determinant of matrix 5426: 1851: 1847: 1833: 1806: 1802: 1786: 27350: 27344: 27134:A treatise on the theory of determinants 27083:Categories for the Working Mathematician 27076: 27059:Lombardi, Henri; Quitté, Claude (2015), 26764: 26474: 26114: 26098: 26080: 25876: 25805: 25465: 24503:For example, LU decomposition expresses 24376: 23212: 22258: 21645:have the same determinant: two matrices 21164: 19978:{\displaystyle f_{1}(x),\dots ,f_{n}(x)} 18915:also presented one on the subject. (See 18420:. For example, the special linear group 17623:. Its derivative can be expressed using 17590:{\displaystyle \mathbf {R} ^{n\times n}} 16472:{\displaystyle \sum _{l=1}^{n}lk_{l}=n.} 8180:is defined to be the determinant of the 3498: 1954: 1603:, as shown in the accompanying diagram. 1518: 520:of a square matrix, whose roots are the 424:of determinants of submatrices, or with 119:is the product of its diagonal entries. 27615:MacTutor History of Mathematics Archive 27529: 26982: 26718: 26675: 26587: 25984:http://jeff560.tripod.com/matrices.html 25908: 25864: 24346: 22660:, from the general linear group to the 22616:{\displaystyle \operatorname {GL} _{n}} 22055:) if and only if its determinant is an 20562:switches the orientation of the basis. 18994:, by Cayley; continuants by Sylvester; 18853: 18846:passing through a given set of points. 18440:{\displaystyle \operatorname {SL} _{n}} 17761:{\displaystyle \operatorname {adj} (A)} 11243:, the following formula holds (even if 10984:Both results can be combined to derive 9404:{\displaystyle \operatorname {adj} (A)} 7379:{\displaystyle \det(AB)=\det(A)\det(B)} 2656:and hence describes more generally the 1839: 1819: 1793: 1777: 420:, which expresses the determinant as a 108:and the corresponding linear map is an 14: 28104: 28073:Comparison of linear algebra libraries 27494: 27430: 27417: 27406: 27380: 27353:Elements of the history of mathematics 26964: 26783:Bunch, J. R.; Hopcroft, J. E. (1974). 26598: 25970: 25946:History of matrices and determinants: 25621: 25424: 24493:{\displaystyle \operatorname {O} (n!)} 22728:Exterior algebra § Linear algebra 21893:Square matrices over commutative rings 21305:matrix whose entries are given by the 20530:More generally, if the determinant of 19750: 19253:is the matrix formed by replacing the 19064:. This equation has a unique solution 18948: 18922: 18889:The next contributor of importance is 18839: 18835: 18823:in 1545 by a determinant-like entity. 18090:Yet another equivalent formulation is 14650:{\displaystyle \chi _{A}(\lambda )=0.} 11782:For a column and row vector as above: 8120:expresses the determinant of a matrix 3475:from the second row first column, and 2724:columns, so that it can be written as 1753:according to the following equations: 579: 34:. For determinants in immunology, see 27663: 27585: 27264:(7th ed.), Pearson Prentice Hall 27143:Linear Algebra: A Modern Introduction 27140: 27103: 27017:Kung, Joseph P.S.; Rota, Gian-Carlo; 26649: 26640: 26635:Linear algebra § Further reading 26530:Fang, Xin Gui; Havas, George (1997). 25675: 23219:the determinant to be the element in 20538:represents an orientation-preserving 20451:the Wronskian and linear independence 17931:Expressed in terms of the entries of 14668:if all its eigenvalues are positive. 13251:We can then write the cross-terms as 9665:The formula for the determinant of a 7429:. Moreover, they both take the value 6853:times the second column to the first 5489:{\displaystyle \det(cA)=c^{n}\det(A)} 4878:{\displaystyle \det \left(I\right)=1} 3634:from this set to itself, with values 2016:. The bivector magnitude (denoted by 27446: 27330:(1st ed.), Philadelphia: SIAM, 27268: 27259: 27240: 27222: 27204: 27128: 27104:Meyer, Carl D. (February 15, 2001), 26826:(3rd ed.), Hoboken, NJ: Wiley, 26518: 26029: 26017: 26005: 25958: 25825: 25700: 25649:Electronic Journal of Linear Algebra 25452: 25339: 24177:-determinant on quantum groups, the 23989: 22540:For example, the determinant of the 20778:. More generally, if the linear map 19696:Cramer's rule can be implemented in 18901:rows, which for the special case of 18506:{\displaystyle {\mathfrak {sl}}_{n}} 18412:This identity is used in describing 8737:Unwinding the determinants of these 8112: 7320:of equal size, the determinant of a 1514: 481:. This implies that, given a linear 27500:"De Determinantibus functionalibus" 27043:Linear Algebra and Its Applications 27040: 26928:Habgood, Ken; Arel, Itamar (2012). 26645:(9th ed.), Wiley International 26605:Linear Algebra and Its Applications 26041: 25567:Linear Algebra and Its Applications 25063:. This means, for example, that an 23978:of a skew-symmetric matrix and the 23572:Generalizations and related notions 22721: 20457:, which gives a criterion when two 18990:, in connection with the theory of 18986:, and Scott; skew determinants and 18830:in 1683 in Japan and parallelly of 18492: 18489: 17546:, which is, in turn, less than the 13106:, so the expression can be written 11661:More generally, for any invertible 10480:{\displaystyle \det(A)(D-CA^{-1}B)} 6808:add the second column to the first 4676:Characterization of the determinant 930: 477:The determinant is invariant under 24: 27689: 27473:Grattan-Guinness, I., ed. (2003), 27278:Computational discrete mathematics 25719:, Observation 7.1.2, Theorem 7.2.5 25168: 25117: 25070: 24876: 24864: 24472: 24433: 23616:generalizes both by introducing a 22391:given by replacing all entries in 21564: 21356: 21341: 19703: 18741: 18693: 18645: 17981: 17964: 17619:. In particular, it is everywhere 17109: 17064: 16947: 16902: 16855:is less than 1 in absolute value, 16847:identity can be obtained from the 15190:corresponds to the eigenvalue exp( 11733: 11609: 11492: 11455: 9371: 9320: 7272:Multiplicativity and matrix groups 3559:matrix is an expression involving 3471:from the first row second column, 3275: 2571: 25: 28138: 27560: 27090:(2nd ed.), Springer-Verlag, 27041:Lay, David C. (August 22, 2005), 26804:10.1090/S0025-5718-1974-0331751-8 26584:Fisikopoulos & Peñaranda 2016 26507:Fisikopoulos & Peñaranda 2016 26463:Fisikopoulos & Peñaranda 2016 24110:Operators in von Neumann algebras 21027:By calculating the volume of the 16843:An important arbitrary dimension 13037:The terms which are quadratic in 11566:identity matrices, respectively. 9660: 8341:{\displaystyle (-1)^{i+j}M_{i,j}} 8223:{\displaystyle (n-1)\times (n-1)} 7062:Combining these equalities gives 3521: 3286: 1551:that represents the image of the 28086: 28085: 28063:Basic Linear Algebra Subprograms 27821: 27541:(seconde partie), Paris: 267–376 27262:Linear Algebra With Applications 27086:, Graduate Texts in Mathematics 27045:(3rd ed.), Addison Wesley, 26960:from the original on 2019-05-05. 25936:http://jeff560.tripod.com/d.html 25923:Journal de l'Ecole Polytechnique 25520:"Determinants of Block Matrices" 25284: 25267:Alice's Adventures in Wonderland 25235:have already been computed, the 24211:{\displaystyle \mathbb {Z} _{2}} 22093: 21928: 21617:The Jacobian also occurs in the 21597: 21580: 21543: 21513: 21501: 21269: 21254: 21199: 21184: 20808: 20793: 20663: 20608: 20593: 19837: 19026: 18780: 18772: 18746: 18732: 18724: 18698: 18684: 18676: 18650: 17605: 17571: 15930:the signed constant term of the 13992: 13940: 13875: 13823: 13780: 13711: 13554: 12472:th root of the determinant is a 12341:are Hermitian positive-definite 9339:{\displaystyle {\tbinom {n}{k}}} 6846:{\displaystyle -{\frac {13}{3}}} 4985:{\displaystyle a_{j}=r\cdot v+w} 4661:{\displaystyle \{1,\ldots ,n\}.} 4623:where the sum is taken over all 3604:{\displaystyle \{1,2,\dots ,n\}} 3282:Leibniz formula for determinants 2533: 2502: 2449: 2428: 2413: 2343: 2274: 2212: 2126: 2107: 2093: 2040:, which is also the determinant 27961:Seven-dimensional cross product 26760:from the original on 2006-09-01 26714:from the original on 2012-10-25 26592: 26577: 26523: 26512: 26500: 26489: 26468: 26456: 26443: 26416: 26131: 26120: 26104: 26092: 26074: 26062: 26050: 26035: 26023: 26011: 25999: 25988: 25976: 25964: 25952: 25940: 25934:Origins of mathematical terms: 25928: 25914: 25902: 25882: 25870: 25858: 25831: 25819: 25790: 25778: 25766: 25722: 25710: 25694: 25669: 25643:Paksoy; Turkmen; Zhang (2014). 25636: 25615: 25603: 25558: 25511: 25499: 25487: 25410:. Dover Publications. pp.  25406:Applications of Tensor Analysis 24627:and an upper triangular matrix 23685:as a vector space over a field 23535:{\displaystyle \bigwedge ^{k}V} 23477:{\displaystyle \bigwedge ^{n}V} 23184:{\displaystyle \bigwedge ^{n}T} 23154:{\displaystyle \bigwedge ^{n}V} 22897:{\displaystyle \bigwedge ^{n}V} 20566:Volume and Jacobian determinant 19179: 19021: 17246:For a positive definite matrix 13924:This result followed just from 13787:{\displaystyle B=b\mathbf {i} } 11961:of the same size, the matrices 11393:Sylvester's determinant theorem 11388:Sylvester's determinant theorem 10986:Sylvester's determinant theorem 8525:) gives the following formula: 4438:{\displaystyle \{1,\ldots ,n\}} 4045: 3899: 2294: 2287: 2225: 487:finite-dimensional vector space 27479:Johns Hopkins University Press 27420:Cambridge Mathematical Journal 27207:Introduction to Linear Algebra 27027:, Cambridge University Press, 26937:Journal of Discrete Algorithms 26429:, American Mathematical Soc., 25475: 25458: 25446: 25430: 25418: 25395: 25370: 25352:Wildberger, Norman J. (2010). 25345: 25333: 25187: 25174: 25136: 25123: 25104:Coppersmith–Winograd algorithm 25089: 25076: 25050: 25047: 25041: 25035: 24992:{\displaystyle M(n)\geq n^{a}} 24973: 24967: 24944: 24938: 24895: 24882: 24845: 24839: 24830: 24824: 24812: 24806: 24487: 24478: 24452: 24439: 24426:). These methods are of order 24397: 24391: 24229: 24083: 24080: 24077: 24065: 24056: 24047: 24035: 24023: 23963:{\displaystyle N_{L/F}:L\to F} 23954: 23851: 23818: 23788: 23782: 23724: 23599: 23593: 23356: 23350: 23057: 22991: 22748: 22690: 22637: 22630: 22521: 22518: 22515: 22496: 22490: 22487: 22478: 22475: 22472: 22453: 22450: 22444: 22378: 22372: 22356: 22353: 22347: 22328: 22322: 22286: 22149: 22146: 22140: 22100:{\displaystyle R=\mathbf {Z} } 22022: 22016: 21962: 21956: 21847: 21802: 21796: 21787: 21781: 21766: 21759: 21753: 21747: 21738: 21732: 21726: 21720: 21705: 21698: 21689: 21683: 21637:Determinant of an endomorphism 21584: 21576: 21573: 21561: 21550: 21547: 21539: 21533: 21505: 21497: 21489: 21483: 21327: 21321: 21264: 21194: 21144: 21140: 21104: 21097: 21008: 21002: 20958: 20955: 20949: 20943: 20914: 20908: 20803: 20744: 20740: 20734: 20727: 20706: 20700: 20603: 20372: 20366: 20361: 20349: 20329: 20323: 20318: 20306: 20291: 20285: 20280: 20268: 20229: 20223: 20200: 20194: 20176: 20170: 20150: 20144: 20124: 20118: 20103: 20097: 20073: 20067: 20064: 20032: 19972: 19966: 19944: 19938: 19722: 19709: 19666: 19660: 19647: 19641: 19629: 19623: 19556: 19550: 19339: 19326: 19173: 19167: 19159: 19146: 19100: 19094: 18966:determinants by Sylvester and 18761: 18755: 18713: 18707: 18665: 18659: 18366: 18360: 18342: 18327: 18314:, the identity matrix, yields 18208: 18202: 18166: 18160: 18154: 18145: 18133: 18127: 18118: 18103: 18040: 18034: 18016: 18009: 17976: 17970: 17863: 17857: 17837: 17831: 17755: 17749: 17692: 17686: 17652: 17646: 17474: 17468: 17435: 17428: 17339: 17327: 17315: 17309: 17127: 17117: 16965: 16955: 16880: 16868: 16796: 16790: 16724: 16714: 16648:with multidimensional indices 16620: 16575: 16545: 16535: 16526: 16520: 16295: 16285: 16136: 16130: 16095: 16077: 15934:, determined recursively from 15842: 15836: 15736: 15730: 15674: 15668: 15631: 15625: 15550: 15544: 15518: 15512: 15475: 15469: 15413: 15407: 15370: 15364: 15307: 15304: 15298: 15289: 15277: 15271: 15232: 15226: 15151: 15148: 15145: 15139: 15130: 15124: 15112: 15106: 15070: 15067: 15061: 15052: 15040: 15037: 15031: 15022: 14638: 14632: 14481: 14463: 14454: 14448: 14209: 14203: 13996: 13988: 13979: 13973: 13944: 13936: 13879: 13871: 13852: 13846: 13827: 13807: 13715: 13707: 13485: 13476: 13465: 13459: 13451: 13445: 13414: 13322: 13316: 13290: 13287: 13261: 13140: 13134: 13125: 13119: 13073: 13067: 12811: 12785: 12782: 12756: 12750: 12724: 12721: 12695: 12616: 12607: 12596: 12590: 12582: 12576: 12565: 12559: 12550: 12544: 12535: 12523: 12444: 12438: 12418: 12412: 12392: 12380: 12272: 12266: 12257: 12251: 12242: 12230: 12202: 12190: 12181: 12169: 12160: 12154: 12145: 12127: 12056:positive semidefinite matrices 11898: 11892: 11876: 11870: 11823: 11817: 11808: 11793: 11716: 11710: 11701: 11686: 11574:For the case of column vector 11368: 11356: 11350: 11338: 11143: 11125: 10988:, which is also stated below. 10961: 10933: 10927: 10921: 10824: 10818: 10791: 10781: 10773: 10757: 10625: 10619: 10474: 10446: 10443: 10437: 10404: 10376: 10370: 10364: 10267: 10261: 10234: 10224: 10216: 10200: 10068: 10062: 9914: 9908: 9902: 9896: 9567: 9555: 9531: 9522: 9468: 9458: 9440: 9436: 9430: 9421: 9398: 9392: 8843: 8833: 8806: 8800: 8428: 8418: 8391: 8385: 8307: 8297: 8217: 8205: 8199: 8187: 8054: 8048: 8027: 8021: 7985: 7979: 7942: 7936: 7899: 7893: 7826:into the multiplicative group 7813: 7807: 7747: 7741: 7722: 7716: 7676: 7670: 7581: 7577: 7571: 7565: 7556: 7550: 7373: 7367: 7361: 7355: 7346: 7337: 7233: 7227: 7134: 7131: 7122: 7107: 7097: 7089: 7078: 7070: 7042: 7034: 7026: 7018: 6993: 6985: 6974: 6966: 6941: 6933: 6925: 6917: 6893: 6885: 6877: 6869: 6136: 6130: 5965: 5892: 5884: 5811: 5800: 5730: 5705: 5633: 5622: 5553: 5483: 5477: 5458: 5449: 5359: 5301: 5261: 5215: 5207: 5164: 5143: 5033: 5025: 4472: 4466: 4319: 4313: 4275: 4269: 4229: 4223: 4185: 4179: 4157: 4151: 4134: 4128: 3989: 3983: 3749: 3743: 3686: 3680: 3665: 3659: 3650: 3644: 3484:, the single transposition of 2640: 2634: 2620: 2614: 1798: 1788: 1782: 1772: 1450: 1432: 1214: 1197: 1191: 1174: 905: 893: 887: 884: 875: 866: 61:. The determinant of a matrix 13: 1: 27631:Linear algebra: determinants. 27163:American Mathematical Monthly 27145:(2nd ed.), Brooks/Cole, 26985:A history of abstract algebra 26884:American Mathematical Monthly 26628: 25676:Serre, Denis (Oct 18, 2010). 25360:University of New South Wales 24181:on Capelli matrices, and the 23736:{\displaystyle \det :A\to F.} 23705:, there is a determinant map 22649:{\displaystyle (-)^{\times }} 21624:When applied to the field of 18416:associated to certain matrix 17553: 17355:with equality if and only if 14385:is invertible if and only if 12678:{\displaystyle A_{ij},B_{ij}} 12480:Sum identity for 2×2 matrices 7647:) forms a group known as the 4671:Properties of the determinant 2703: 1531:can be used to represent two 27803:Eigenvalues and eigenvectors 26875:10.1016/j.comgeo.2015.12.001 26599:Abeles, Francine F. (2008). 26451:Trefethen & Bau III 1997 25982:History of matrix notation: 24720:{\displaystyle \varepsilon } 24587:(which has exactly a single 23161:is one-dimensional, the map 21935:{\displaystyle \mathbf {Z} } 21866:for some finite-dimensional 20558:), while if it is negative, 19745:singular value decomposition 19035:, written in matrix form as 17612:{\displaystyle \mathbf {R} } 15198:). In particular, given any 13794:in the above identity gives 12299:th root of determinant is a 10536:A similar result holds when 8765:Laplace expansion along the 8493:Laplace expansion along the 7280:, i.e., for square matrices 7264:rows, the determinant is an 7260:matrix as being composed of 7155: 6094:or, alternatively, whenever 2700:, and so is not invertible. 1975:and orientation-preserving. 7: 27610:"Matrices and determinants" 27574:Encyclopedia of Mathematics 27024:Combinatorics: The Rota Way 25277: 24120:Fuglede−Kadison determinant 21632:Abstract algebraic aspects 21422:integration by substitution 21295:the Jacobian matrix is the 18447:is defined by the equation 17367:Kullback-Leibler divergence 15910:Faddeev–LeVerrier algorithm 15182:, because every eigenvalue 13508:This has an application to 13504:which completes the proof. 13430:which can be recognized as 12017:The determinant of the sum 8290:-th column. The expression 8087:{\displaystyle K^{\times }} 7846:{\displaystyle K^{\times }} 6818:swap the first two columns 3567:. A permutation of the set 562:exterior differential forms 428:, which allows computing a 10: 28143: 27567:Suprunenko, D.A. (2001) , 27351:Bourbaki, Nicolas (1994), 27188:Cambridge University Press 26790:Mathematics of Computation 26765:Bourbaki, Nicolas (1998), 26685:Mathematics of Computation 26632: 26423:Varadarajan, V. S (2004), 26111:Lombardi & Quitté 2015 25678:"Concavity of det over HPD 25378:"Determinants and Volumes" 24928:can be multiplied in time 24424:positive definite matrices 24358:for getting a matrix in a 24114:For operators in a finite 23265:{\displaystyle v_{i}\in V} 22784:-dimensional vector space 22725: 22208:-matrices with entries in 20570:As pointed out above, the 20475:Orientation (vector space) 20472: 19033:linear system of equations 18811:system of linear equations 18804: 18478:special linear Lie algebra 9512:For every matrix, one has 8230:-matrix that results from 7772:is 2 or 3 consists of all 7184:equals the determinant of 6256: 5007:, then the determinant of 3279: 2597:The determinant gives the 510:system of linear equations 29: 28081: 28043: 27999: 27936: 27888: 27830: 27819: 27715: 27697: 27531:Laplace, Pierre-Simon, de 27496:Jacobi, Carl Gustav Jakob 27365:10.1007/978-3-642-61693-8 26993:10.1007/978-0-8176-4685-1 26965:Harris, Frank E. (2014), 26950:10.1016/j.jda.2011.06.007 26655:Linear Algebra Done Right 26618:10.1016/j.laa.2007.11.022 26496:Bunch & Hopcroft 1974 25973:, Vol. II, p. 92, no. 462 25589:10.1016/j.laa.2016.10.004 25518:Silvester, J. R. (2000). 25494:Kung, Rota & Yan 2009 25382:textbooks.math.gatech.edu 25306:Cayley–Menger determinant 24310:{\displaystyle n\times n} 22596:between the two functors 22201:{\displaystyle n\times n} 22182:(the group of invertible 21974:{\displaystyle \det(I)=1} 21451:) of some other function 21424:: for suitable functions 20847:{\displaystyle m\times n} 20751:{\displaystyle |\det(A)|} 20399:It is non-zero (for some 19910:{\displaystyle 3\times 3} 18992:orthogonal transformation 18535:{\displaystyle 3\times 3} 18288:. The special case where 17542:, which is less than the 17212:then all coefficients of 15932:characteristic polynomial 15244:{\displaystyle \exp(L)=A} 14588:: they are precisely the 14075:{\displaystyle n\times n} 14034:characteristic polynomial 13527:{\displaystyle 2\times 2} 12503:{\displaystyle 2\times 2} 12360:{\displaystyle n\times n} 12326:{\displaystyle n\times n} 11181:{\displaystyle 2\times 2} 10526:{\displaystyle 1\times 1} 9830:{\displaystyle n\times n} 9804:{\displaystyle n\times m} 9778:{\displaystyle m\times n} 9752:{\displaystyle m\times m} 9684:{\displaystyle 2\times 2} 8756:{\displaystyle 2\times 2} 7914:first isomorphism theorem 5515:{\displaystyle n\times n} 5404:{\displaystyle n\times n} 4710:as being composed of its 4699:{\displaystyle n\times n} 3552:{\displaystyle n\times n} 3299:matrix is the following: 3295:for the determinant of a 954:{\displaystyle 2\times 2} 518:characteristic polynomial 206:and the determinant of a 27620:University of St Andrews 27516:10.1515/crll.1841.22.319 27431:Cramer, Gabriel (1750), 27407:Bézout, Étienne (1779), 27381:Cajori, Florian (1993), 27328:Numerical Linear Algebra 27260:Leon, Steven J. (2006), 25799:A History of Mathematics 25732:Zeitschrift für Physik A 25327: 25321:Determinantal conjecture 25237:matrix determinant lemma 24236:numerical linear algebra 23211:. Some authors such as ( 22831:over a commutative ring 22757:{\displaystyle T:V\to V} 22295:{\displaystyle f:R\to S} 21856:{\displaystyle T:V\to V} 21619:inverse function theorem 18469:{\displaystyle \det A=1} 17204:is expanded as a formal 16416:satisfying the equation 14988: 14925:being positive, for all 14605:{\displaystyle \lambda } 14405:is not an eigenvalue of 12685:. The left-hand side is 12484:For the special case of 12333:matrices. Therefore, if 9305:determinant as a sum of 7766:special orthogonal group 7000:{\displaystyle |D|=-|C|} 6061:{\displaystyle a_{ij}=0} 1978:The object known as the 96:represented, on a given 28127:Homogeneous polynomials 27287:10.1007/3-540-45506-X_9 26767:Algebra I, Chapters 1-3 26676:Bareiss, Erwin (1968), 26069:Dummit & Foote 2004 26057:Dummit & Foote 2004 26046:. Pearson. p. 172. 25995:Habgood & Arel 2012 25773:Horn & Johnson 2018 25717:Horn & Johnson 2018 25705:Horn & Johnson 2018 25662:10.13001/1081-3810.1622 25609:Proofs can be found in 25506:Horn & Johnson 2018 25482:Horn & Johnson 2018 25056:{\displaystyle O(M(n))} 24403:{\displaystyle \det(A)} 22592:, the determinant is a 21920:, such as the integers 21825:. The determinant of a 21226:differentiable function 21069:{\displaystyle a,b,c,d} 19106:{\displaystyle \det(A)} 17812:is invertible, we have 15912:. That is, for generic 15902:Cayley-Hamilton theorem 14325:is zero if and only if 13079:{\displaystyle \det(A)} 12293:Brunn–Minkowski theorem 9726:{\displaystyle A,B,C,D} 8372:, one has the equality 8173:{\displaystyle M_{i,j}} 7853:of nonzero elements of 7160:The determinant of the 7049:{\displaystyle |E|=|D|} 6948:{\displaystyle |B|=|C|} 6900:{\displaystyle |A|=|B|} 6245:{\displaystyle \sigma } 5284: 4913: 4848: 4730:columns, so denoted as 4627:-tuples of integers in 3775:{\displaystyle \sigma } 3627:{\displaystyle \sigma } 2999:{\displaystyle a_{1,1}} 2404:defined by the vectors 2147:{\displaystyle A=\left} 1539:vectors to the rows of 449:The determinant of the 27788:Row and column vectors 27644:Determinant Calculator 27180:Johnson, Charles Royal 26851:Computational Geometry 26641:Anton, Howard (2005), 26407: 26032:, §VII.6, Theorem 6.10 25472:of the exterior power. 25260:Charles Dodgson (i.e. 25227:If the determinant of 25218: 25194: 25143: 25096: 25057: 25019: 25018:{\displaystyle a>2} 24993: 24951: 24922: 24902: 24855: 24787: 24767: 24744: 24721: 24701: 24681: 24661: 24641: 24621: 24601: 24581: 24555: 24554:{\displaystyle A=PLU.} 24517: 24494: 24459: 24420:Cholesky decomposition 24404: 24337: 24311: 24282: 24262: 24240:Computational geometry 24212: 24104:functional determinant 24093: 23984:central simple algebra 23964: 23910: 23795: 23737: 23699: 23675: 23644: 23606: 23562: 23561:{\displaystyle k<n} 23536: 23498: 23478: 23448: 23427:-tuples of vectors in 23421: 23398: 23266: 23233: 23205: 23185: 23155: 23122: 22938: 22918: 22898: 22865: 22845: 22825: 22798: 22778: 22758: 22712: 22650: 22617: 22594:natural transformation 22588:). In the language of 22578: 22558: 22528: 22425: 22411:by their images under 22405: 22385: 22296: 22264: 22246: 22222: 22202: 22169: 22101: 22073: 22049: 22029: 21975: 21936: 21914: 21857: 21812: 21608: 21407: 21286: 21221: 21213: 21152: 21070: 21018: 20921: 20888: 20868: 20848: 20828:is represented by the 20822: 20772: 20752: 20713: 20677: 20642: 20622: 20469:Orientation of a basis 20439: 20413: 20390: 20005: 19979: 19919:differential equations 19911: 19878: 19851: 19796: 19776: 19775:{\displaystyle \det A} 19729: 19687: 19593: 19563: 19424: 19307: 19287: 19267: 19247: 19217: 19107: 19078: 19058: 18795: 18620: 18588: 18536: 18507: 18470: 18441: 18403: 18308: 18274: 18081: 17945: 17922: 17806: 17786: 17762: 17727: 17613: 17591: 17525: 17346: 17242:Upper and lower bounds 17195: 17113: 17068: 17023: 16951: 16906: 16834: 16630: 16473: 16446: 16397: 16281: 16108: 16024: 15891: 15317: 15245: 15206:, that is, any matrix 15161: 15086:or, for real matrices 15077: 14979: 14959: 14939: 14916: 14651: 14606: 14582: 14558: 14538: 14524:of the polynomial and 14514: 14491: 14419: 14399: 14379: 14359: 14339: 14319: 14289: 14235: 14190:of these eigenvalues, 14173:algebraic multiplicity 14165: 14100: 14076: 14050: 14009: 13957: 13915: 13788: 13757: 13728: 13689: 13669: 13649: 13528: 13495: 13421: 13242: 13100: 13080: 13051: 13028: 12821: 12679: 12626: 12504: 12462: 12361: 12327: 12284: 12214: 12111: 12091: 12071: 12037: 12012: 12001: 11978: 11955: 11935: 11912: 11773: 11651: 11519: 11378: 11277: 11257: 11237: 11211: 11182: 11153: 11064: 11029: 11009: 10975: 10556:is invertible, namely 10550: 10527: 10501: 10481: 10418: 9989: 9966: 9831: 9805: 9779: 9753: 9727: 9685: 9651: 9581: 9503: 9405: 9340: 9283: 8897: 8832: 8779: 8757: 8728: 8519: 8482: 8417: 8366: 8342: 8284: 8264: 8244: 8224: 8174: 8134: 8088: 8061: 7992: 7949: 7906: 7867: 7847: 7820: 7754: 7683: 7641: 7621: 7597: 7489: 7466: 7446: 7445:{\displaystyle \det B} 7423: 7403: 7380: 7314: 7294: 7240: 7178: 7147: 7050: 7001: 6949: 6901: 6847: 6793: 6698: 6603: 6509: 6408: 6384: 6280: 6246: 6222: 6201: 6114: 6113:{\displaystyle i<j} 6088: 6087:{\displaystyle i>j} 6062: 6022: 5976: 5716: 5536: 5516: 5490: 5427:Immediate consequences 5405: 5373: 5273: 4986: 4938: 4924:th column of a matrix 4899: 4879: 4829: 4796: 4724: 4700: 4662: 4614: 4439: 4393: 4333: 4298: 4197: 3957: 3825: 3802: 3776: 3756: 3724: 3703:, is commonly denoted 3693: 3628: 3605: 3553: 3506: 3454: 3255: 3000: 2964: 2650: 2589: 2466: 2383: 2360: 2148: 1986:oriented plane segment 1964: 1946: 1606:The absolute value of 1524: 1505: 1338: 1315: 1091: 1011: 955: 921: 758: 641:is denoted either by " 635: 402: 371:The determinant of an 362: 197: 27793:Row and column spaces 27738:Scalar multiplication 27447:Eves, Howard (1990), 27345:Historical references 27269:Rote, Günter (2001), 27141:Poole, David (2006), 26743:10.1145/122272.122273 26731:ACM SIGNUM Newsletter 26547:10.1145/258726.258740 26408: 25785:Grattan-Guinness 2003 25311:Dieudonné determinant 25219: 25195: 25144: 25097: 25058: 25020: 24994: 24952: 24923: 24903: 24856: 24788: 24768: 24745: 24722: 24702: 24682: 24662: 24642: 24622: 24602: 24582: 24556: 24518: 24495: 24460: 24405: 24381:Some methods compute 24377:Decomposition methods 24338: 24312: 24283: 24263: 24213: 24171:Dieudonné determinant 24094: 24008:trace class operators 23965: 23911: 23796: 23738: 23700: 23676: 23645: 23643:{\displaystyle S_{n}} 23607: 23563: 23537: 23499: 23479: 23449: 23447:{\displaystyle R^{n}} 23422: 23399: 23267: 23234: 23206: 23186: 23156: 23123: 22944:induces a linear map 22939: 22919: 22899: 22866: 22846: 22826: 22804:or, more generally a 22799: 22779: 22759: 22713: 22651: 22618: 22579: 22559: 22529: 22426: 22406: 22386: 22297: 22262: 22247: 22223: 22203: 22170: 22102: 22074: 22050: 22030: 21976: 21937: 21915: 21858: 21827:linear transformation 21813: 21609: 21443:), the integral over 21416:Its determinant, the 21408: 21287: 21214: 21168: 21153: 21071: 21019: 20922: 20889: 20869: 20849: 20823: 20773: 20753: 20714: 20690:, then the volume of 20678: 20643: 20623: 20540:linear transformation 20440: 20414: 20391: 20006: 19980: 19912: 19879: 19877:{\displaystyle v_{3}} 19852: 19797: 19777: 19730: 19688: 19594: 19592:{\displaystyle a_{j}} 19564: 19404: 19308: 19293:by the column vector 19288: 19268: 19248: 19246:{\displaystyle A_{i}} 19218: 19108: 19079: 19059: 18796: 18621: 18619:{\displaystyle a,b,c} 18589: 18537: 18508: 18471: 18442: 18404: 18309: 18275: 18082: 17946: 17923: 17807: 17787: 17763: 17728: 17614: 17592: 17526: 17347: 17196: 17093: 17048: 17024: 16931: 16886: 16835: 16631: 16474: 16426: 16398: 16261: 16109: 16004: 15892: 15318: 15246: 15162: 15078: 14980: 14960: 14940: 14917: 14670:Sylvester's criterion 14652: 14607: 14583: 14559: 14539: 14515: 14492: 14420: 14400: 14380: 14360: 14340: 14320: 14290: 14215: 14166: 14101: 14077: 14051: 14010: 13958: 13916: 13789: 13758: 13729: 13690: 13670: 13650: 13529: 13496: 13422: 13243: 13101: 13081: 13052: 13029: 12822: 12680: 12627: 12505: 12463: 12362: 12328: 12303:, when restricted to 12285: 12215: 12112: 12092: 12072: 12038: 12002: 11979: 11956: 11936: 11913: 11774: 11652: 11520: 11379: 11278: 11258: 11238: 11212: 11183: 11154: 11065: 11063:{\displaystyle CD=DC} 11030: 11010: 10976: 10551: 10528: 10502: 10482: 10419: 9990: 9967: 9832: 9806: 9780: 9754: 9728: 9686: 9652: 9582: 9504: 9406: 9341: 9284: 8898: 8812: 8780: 8758: 8729: 8520: 8483: 8397: 8367: 8343: 8285: 8265: 8245: 8225: 8175: 8135: 8089: 8062: 7993: 7950: 7907: 7868: 7848: 7821: 7778:special unitary group 7755: 7684: 7642: 7622: 7598: 7490: 7467: 7447: 7424: 7404: 7381: 7315: 7295: 7276:The determinant is a 7241: 7179: 7148: 7051: 7002: 6950: 6902: 6848: 6794: 6699: 6604: 6510: 6409: 6385: 6281: 6247: 6223: 6181: 6115: 6089: 6063: 6023: 5977: 5717: 5537: 5517: 5491: 5435:The determinant is a 5406: 5374: 5274: 4987: 4939: 4900: 4880: 4830: 4828:{\displaystyle a_{i}} 4797: 4725: 4701: 4663: 4615: 4440: 4394: 4334: 4278: 4198: 3958: 3826: 3803: 3777: 3757: 3725: 3723:{\displaystyle S_{n}} 3694: 3629: 3606: 3554: 3502: 3455: 3256: 3001: 2965: 2662:linear transformation 2651: 2590: 2467: 2384: 2361: 2149: 1958: 1947: 1522: 1506: 1339: 1316: 1092: 1012: 956: 922: 759: 636: 584:The determinant of a 403: 363: 198: 122:The determinant of a 27928:Gram–Schmidt process 27880:Gaussian elimination 27606:Robertson, Edmund F. 27241:Lang, Serge (2002). 27223:Lang, Serge (1987), 27205:Lang, Serge (1985), 26150: 25846:on 10 September 2012 25455:, §VI.7, Theorem 7.5 25272:Dodgson condensation 25257:are column vectors. 25208: 25165: 25159:Gaussian elimination 25151:closed ordered walks 25114: 25067: 25029: 25003: 24961: 24950:{\displaystyle M(n)} 24932: 24912: 24873: 24800: 24777: 24754: 24731: 24711: 24691: 24671: 24651: 24631: 24611: 24591: 24571: 24530: 24507: 24469: 24430: 24385: 24352:Gaussian elimination 24347:Gaussian elimination 24324: 24295: 24272: 24249: 24193: 24017: 24004:Fredholm determinant 23927: 23812: 23754: 23712: 23689: 23665: 23627: 23584: 23546: 23516: 23488: 23458: 23431: 23411: 23279: 23243: 23223: 23195: 23165: 23135: 22951: 22928: 22908: 22878: 22855: 22835: 22815: 22788: 22768: 22736: 22671: 22662:multiplicative group 22627: 22600: 22568: 22548: 22438: 22415: 22395: 22306: 22274: 22236: 22230:multiplicative group 22212: 22186: 22180:general linear group 22124: 22083: 22063: 22039: 21988: 21950: 21942:, as opposed to the 21924: 21904: 21835: 21823:similarity invariant 21677: 21472: 21418:Jacobian determinant 21315: 21243: 21173: 21080: 21042: 20934: 20920:{\displaystyle f(S)} 20902: 20878: 20858: 20832: 20782: 20762: 20758:times the volume of 20723: 20712:{\displaystyle f(S)} 20694: 20652: 20632: 20582: 20423: 20403: 20026: 19989: 19925: 19895: 19861: 19806: 19786: 19763: 19700: 19610: 19576: 19320: 19297: 19277: 19257: 19230: 19124: 19088: 19068: 19057:{\displaystyle Ax=b} 19039: 18929:. In his memoirs in 18917:Cauchy–Binet formula 18637: 18598: 18546: 18520: 18483: 18451: 18424: 18321: 18292: 18097: 17958: 17935: 17819: 17796: 17792:. In particular, if 17776: 17740: 17634: 17601: 17566: 17383: 17259: 17045: 16862: 16711: 16514: 16423: 16124: 15941: 15354: 15265: 15217: 15097: 15016: 14969: 14949: 14929: 14679: 14619: 14596: 14572: 14548: 14528: 14504: 14435: 14409: 14389: 14369: 14349: 14345:is an eigenvalue of 14329: 14309: 14197: 14116: 14090: 14060: 14040: 13967: 13928: 13801: 13767: 13756:{\displaystyle A=aI} 13738: 13699: 13679: 13659: 13538: 13512: 13437: 13258: 13113: 13090: 13086:, and similarly for 13061: 13041: 12837: 12692: 12643: 12517: 12488: 12474:homogeneous function 12371: 12345: 12311: 12224: 12121: 12101: 12081: 12061: 12021: 11988: 11965: 11945: 11925: 11921:For square matrices 11787: 11680: 11592: 11438: 11290: 11267: 11247: 11221: 11195: 11166: 11077: 11042: 11019: 10999: 10563: 10540: 10511: 10491: 10431: 10427:which simplifies to 10006: 9979: 9848: 9815: 9789: 9763: 9737: 9699: 9669: 9601: 9519: 9418: 9383: 9309: 8914: 8794: 8769: 8741: 8532: 8503: 8491:which is called the 8379: 8356: 8294: 8274: 8254: 8234: 8184: 8151: 8124: 8099:Cauchy–Binet formula 8071: 8005: 7963: 7920: 7877: 7857: 7830: 7791: 7700: 7695:special linear group 7654: 7649:general linear group 7631: 7611: 7511: 7479: 7456: 7433: 7413: 7393: 7331: 7304: 7284: 7195: 7168: 7066: 7014: 6962: 6913: 6865: 6827: 6711: 6616: 6521: 6424: 6398: 6293: 6270: 6263:Gaussian elimination 6236: 6124: 6098: 6072: 6036: 6012: 5726: 5549: 5526: 5500: 5443: 5437:homogeneous function 5389: 5297: 5017: 4951: 4928: 4889: 4852: 4812: 4737: 4714: 4684: 4631: 4460: 4411: 4350: 4217: 3977: 3840: 3812: 3786: 3766: 3734: 3707: 3638: 3618: 3571: 3537: 3306: 3028: 2977: 2731: 2608: 2476: 2408: 2373: 2161: 2074: 1760: 1535:: one that maps the 1351: 1328: 1107: 1024: 968: 939: 774: 652: 592: 570:changes of variables 568:, in particular for 566:Jacobian determinant 426:Gaussian elimination 389: 217: 133: 67:is commonly denoted 57:of the entries of a 28058:Numerical stability 27938:Multilinear algebra 27913:Inner product space 27763:Linear independence 27604:O'Connor, John J.; 27441:10.3931/e-rara-4048 26724:"An empty exercise" 26071:, §11.4, Theorem 30 26042:Lay, David (2021). 25744:1992ZPhyA.344...99K 25231:and the inverse of 24356:elementary matrices 24179:Capelli determinant 24128:von Neumann algebra 23997:Functional analysis 23660:associative algebra 23650:in Leibniz's rule. 23215:) use this fact to 21307:partial derivatives 21162:over the vertices. 20438:{\displaystyle n-1} 20365: 20322: 20284: 20222: 20193: 20169: 20004:{\displaystyle n-1} 19751:Linear independence 19599:are the columns of 18307:{\displaystyle A=I} 17371:multivariate normal 16826: 16780: 16765: 16737: 15906:Newton's identities 15254:the determinant of 12220:with the corollary 12036:{\displaystyle A+B} 11236:{\displaystyle B=C} 11210:{\displaystyle A=D} 9203: 9175: 9152: 9129: 9077: 9055: 9038: 9021: 8518:{\displaystyle i=1} 6414: 6286:using that method: 5986:of the permutation. 5285:The determinant is 4914:The determinant is 3824:{\displaystyle -1.} 3801:{\displaystyle +1,} 3013:The determinant of 1959:The volume of this 580:Two by two matrices 548:determines how the 27768:Linear combination 27636:2008-12-04 at the 27587:Weisstein, Eric W. 27078:Mac Lane, Saunders 26651:Axler, Sheldon Jay 26403: 26401: 26381: 26336: 26294: 26248: 26206: 25888:Muir, Sir Thomas, 25752:10.1007/BF01291027 25402:McConnell (1957). 25316:Slater determinant 25301:Cauchy determinant 25292:Mathematics portal 25214: 25190: 25139: 25110:having complexity 25092: 25053: 25015: 24989: 24947: 24918: 24898: 24851: 24783: 24766:{\displaystyle -1} 24763: 24743:{\displaystyle +1} 24740: 24717: 24697: 24677: 24657: 24637: 24617: 24597: 24577: 24566:permutation matrix 24551: 24513: 24490: 24455: 24400: 24336:{\displaystyle n!} 24333: 24307: 24291:) products for an 24278: 24261:{\displaystyle n!} 24258: 24208: 24089: 23960: 23906: 23791: 23733: 23695: 23683:finite-dimensional 23671: 23640: 23602: 23558: 23532: 23494: 23474: 23444: 23417: 23394: 23262: 23229: 23201: 23181: 23151: 23118: 23116: 22934: 22914: 22894: 22861: 22841: 22821: 22794: 22774: 22754: 22708: 22646: 22613: 22586:modular arithmetic 22574: 22554: 22524: 22421: 22401: 22381: 22292: 22265: 22254:group homomorphism 22242: 22218: 22198: 22165: 22116:group homomorphism 22097: 22069: 22057:invertible element 22045: 22025: 21971: 21932: 21910: 21853: 21808: 21604: 21403: 21282: 21222: 21209: 21148: 21066: 21014: 20917: 20884: 20864: 20844: 20818: 20768: 20748: 20709: 20673: 20638: 20618: 20554:matrix, this is a 20447:analytic functions 20435: 20409: 20386: 20377: 20339: 20296: 20258: 20210: 20181: 20157: 20001: 19975: 19921:: given functions 19907: 19874: 19847: 19792: 19772: 19757:linearly dependent 19725: 19683: 19589: 19572:where the vectors 19559: 19528: 19395: 19303: 19283: 19263: 19243: 19213: 19103: 19074: 19054: 18947:began their work. 18866:elimination theory 18791: 18789: 18630:of the other two: 18616: 18584: 18578: 18532: 18503: 18466: 18437: 18399: 18304: 18270: 18077: 17941: 17918: 17802: 17782: 17758: 17723: 17609: 17587: 17521: 17342: 17191: 17019: 16830: 16812: 16811: 16766: 16751: 16750: 16723: 16626: 16469: 16393: 16260: 16258: 16104: 15887: 15885: 15313: 15241: 15176:matrix exponential 15157: 15073: 14975: 14955: 14935: 14912: 14906: 14647: 14602: 14578: 14554: 14534: 14510: 14487: 14415: 14395: 14375: 14365:. In other words, 14355: 14335: 14315: 14300:pseudo-determinant 14285: 14161: 14106:must have exactly 14096: 14072: 14046: 14005: 13953: 13911: 13784: 13753: 13724: 13685: 13665: 13645: 13639: 13594: 13524: 13491: 13417: 13238: 13096: 13076: 13047: 13024: 12817: 12675: 12637: 12622: 12500: 12458: 12367:matrices, one has 12357: 12323: 12307:positive-definite 12280: 12210: 12107: 12087: 12067: 12033: 12000:{\displaystyle BA} 11997: 11977:{\displaystyle AB} 11974: 11951: 11931: 11908: 11769: 11647: 11515: 11374: 11326: 11273: 11253: 11233: 11207: 11178: 11149: 11113: 11060: 11025: 11005: 10971: 10969: 10902: 10804: 10747: 10737: 10661: 10603: 10546: 10523: 10497: 10477: 10414: 10412: 10345: 10247: 10190: 10180: 10104: 10046: 9985: 9962: 9953: 9884: 9827: 9801: 9775: 9749: 9723: 9681: 9647: 9592:nonsingular matrix 9577: 9499: 9401: 9336: 9334: 9279: 9242: 9206: 9183: 9155: 9132: 9109: 9063: 9041: 9024: 9007: 8909:Vandermonde matrix 8893: 8775: 8753: 8724: 8718: 8676: 8634: 8592: 8515: 8478: 8362: 8338: 8280: 8260: 8240: 8220: 8170: 8130: 8084: 8057: 7988: 7945: 7916:, this shows that 7902: 7863: 7843: 7816: 7785:group homomorphism 7750: 7679: 7637: 7617: 7593: 7495:with entries in a 7485: 7462: 7442: 7419: 7399: 7376: 7310: 7290: 7278:multiplicative map 7268:-linear function. 7236: 7174: 7143: 7046: 6997: 6945: 6897: 6843: 6789: 6783: 6694: 6688: 6599: 6593: 6505: 6499: 6404: 6393: 6380: 6371: 6276: 6242: 6218: 6110: 6084: 6058: 6018: 5995:linearly dependent 5972: 5712: 5532: 5512: 5486: 5401: 5369: 5269: 5267: 4982: 4946:linear combination 4934: 4895: 4875: 4825: 4792: 4720: 4696: 4658: 4610: 4526: 4435: 4399:is defined on the 4389: 4345:Levi-Civita symbol 4329: 4257: 4193: 4121: 4090: 3953: 3944: 3821: 3798: 3772: 3752: 3720: 3689: 3624: 3613:bijective function 3601: 3549: 3507: 3450: 3366: 3251: 3242: 3017:is denoted by det( 2996: 2960: 2951: 2646: 2585: 2462: 2379: 2356: 2332: 2263: 2201: 2144: 2138: 1992:, and coordinates 1965: 1942: 1915: 1886: 1525: 1501: 1492: 1396: 1334: 1311: 1302: 1253: 1162: 1087: 1057: 1007: 1001: 951: 917: 857: 813: 754: 727: 688: 631: 625: 574:multiple integrals 422:linear combination 401:{\displaystyle n!} 398: 358: 277: 193: 166: 18:Matrix determinant 28099: 28098: 27966:Geometric algebra 27923:Kronecker product 27758:Linear projection 27743:Vector projection 27337:978-0-89871-361-9 27297:978-3-540-42775-9 27252:978-0-387-95385-4 27197:978-0-521-54823-6 27117:978-0-89871-454-8 27052:978-0-321-28713-7 27002:978-0-8176-4684-4 26668:978-3-319-11079-0 26436:978-0-8218-3574-6 26083:, §I.4. See also 25217:{\displaystyle n} 25202:Bareiss Algorithm 24921:{\displaystyle n} 24786:{\displaystyle A} 24707:is just the sign 24700:{\displaystyle P} 24680:{\displaystyle U} 24660:{\displaystyle L} 24640:{\displaystyle U} 24620:{\displaystyle L} 24600:{\displaystyle 1} 24580:{\displaystyle P} 24516:{\displaystyle A} 24368:triangular matrix 24281:{\displaystyle n} 24167:quasideterminants 23990:Infinite matrices 23974:, as well as the 23698:{\displaystyle F} 23674:{\displaystyle A} 23528: 23497:{\displaystyle V} 23470: 23420:{\displaystyle n} 23296: 23232:{\displaystyle R} 23204:{\displaystyle R} 23177: 23147: 23003: 22983: 22967: 22937:{\displaystyle T} 22917:{\displaystyle V} 22890: 22864:{\displaystyle n} 22844:{\displaystyle R} 22824:{\displaystyle n} 22797:{\displaystyle V} 22777:{\displaystyle n} 22577:{\displaystyle m} 22557:{\displaystyle m} 22542:complex conjugate 22424:{\displaystyle f} 22404:{\displaystyle R} 22302:, there is a map 22269:ring homomorphism 22245:{\displaystyle R} 22221:{\displaystyle R} 22072:{\displaystyle R} 22048:{\displaystyle R} 21913:{\displaystyle R} 21370: 21091: 20994: 20982: 20887:{\displaystyle n} 20867:{\displaystyle A} 20771:{\displaystyle S} 20641:{\displaystyle A} 20546:is an orthogonal 20521:orthonormal basis 20513:orthogonal matrix 20412:{\displaystyle x} 20019:is defined to be 19857:, a third vector 19795:{\displaystyle A} 19306:{\displaystyle b} 19286:{\displaystyle A} 19266:{\displaystyle i} 19177: 19077:{\displaystyle x} 18962:, and Sylvester; 18876:theory of numbers 17998: 17944:{\displaystyle A} 17908: 17849: 17805:{\displaystyle A} 17785:{\displaystyle A} 17713: 17664: 17538:is less than the 17516: 17490: 17460: 17446: 17420: 17150: 17082: 16978: 16920: 16802: 16741: 16563: 16350: 16142: 16100: 16076: 16073: 16002: 15971: 15968: 15965: 15829: 15649: 15555: 15493: 15388: 15326:For example, for 14978:{\displaystyle n} 14958:{\displaystyle 1} 14938:{\displaystyle k} 14666:positive definite 14581:{\displaystyle A} 14557:{\displaystyle A} 14537:{\displaystyle I} 14513:{\displaystyle t} 14418:{\displaystyle A} 14398:{\displaystyle 0} 14378:{\displaystyle A} 14358:{\displaystyle A} 14338:{\displaystyle 0} 14318:{\displaystyle A} 14099:{\displaystyle A} 14049:{\displaystyle A} 14036:of a matrix. Let 13934: 13705: 13688:{\displaystyle b} 13668:{\displaystyle a} 13474: 13457: 13443: 13099:{\displaystyle B} 13050:{\displaystyle A} 12636:Proof of identity 12635: 12605: 12588: 12574: 12453: 12427: 12401: 12295:implies that the 12278: 12208: 12110:{\displaystyle C} 12090:{\displaystyle B} 12070:{\displaystyle A} 11954:{\displaystyle B} 11934:{\displaystyle A} 11276:{\displaystyle B} 11256:{\displaystyle A} 11028:{\displaystyle D} 11008:{\displaystyle C} 10669: 10667: 10549:{\displaystyle D} 10500:{\displaystyle D} 10112: 10110: 9988:{\displaystyle A} 9633: 9327: 9215: 8778:{\displaystyle j} 8365:{\displaystyle i} 8283:{\displaystyle j} 8263:{\displaystyle i} 8243:{\displaystyle A} 8133:{\displaystyle A} 8118:Laplace expansion 8113:Laplace expansion 8107:compound matrices 8067:is isomorphic to 7866:{\displaystyle K} 7774:rotation matrices 7689:(respectively, a 7640:{\displaystyle K} 7620:{\displaystyle n} 7560: 7488:{\displaystyle A} 7465:{\displaystyle A} 7422:{\displaystyle A} 7402:{\displaystyle B} 7313:{\displaystyle B} 7293:{\displaystyle A} 7213: 7177:{\displaystyle A} 7060: 7059: 6841: 6407:{\displaystyle A} 6279:{\displaystyle A} 6030:triangular matrix 6021:{\displaystyle A} 5535:{\displaystyle A} 4937:{\displaystyle A} 4898:{\displaystyle I} 4723:{\displaystyle n} 4478: 4235: 4099: 3762:of a permutation 3449: 2632: 2570: 2382:{\displaystyle A} 1766: 1515:Geometric meaning 1337:{\displaystyle r} 499:coordinate system 479:matrix similarity 418:Laplace expansion 117:triangular matrix 16:(Redirected from 28134: 28089: 28088: 27971:Exterior algebra 27908:Hadamard product 27825: 27813:Linear equations 27684: 27677: 27670: 27661: 27660: 27622: 27600: 27599: 27581: 27556: 27550: 27542: 27526: 27491: 27469: 27443: 27427: 27414: 27403: 27377: 27355:, translated by 27340: 27322: 27321: 27320: 27314: 27308:, archived from 27289: 27275: 27265: 27256: 27237: 27219: 27201: 27186:(2nd ed.). 27176:Horn, Roger Alan 27155: 27137: 27125: 27120:, archived from 27100: 27073: 27055: 27037: 27013: 26979: 26961: 26959: 26952: 26934: 26924: 26899: 26878: 26877: 26867: 26844: 26824:Abstract algebra 26818: 26816: 26806: 26797:(125): 231–236. 26779: 26761: 26759: 26728: 26715: 26713: 26691:(102): 565–578, 26682: 26672: 26657:(3rd ed.). 26646: 26623: 26622: 26620: 26611:(2–3): 429–438. 26596: 26590: 26581: 26575: 26574: 26572: 26571: 26565: 26559:. Archived from 26536: 26527: 26521: 26516: 26510: 26504: 26498: 26493: 26487: 26486: 26484: 26472: 26466: 26460: 26454: 26447: 26441: 26440: 26420: 26414: 26412: 26410: 26409: 26404: 26402: 26386: 26385: 26341: 26340: 26299: 26298: 26257: 26253: 26252: 26211: 26210: 26135: 26129: 26124: 26118: 26108: 26102: 26096: 26090: 26078: 26072: 26066: 26060: 26054: 26048: 26047: 26039: 26033: 26027: 26021: 26015: 26009: 26003: 25997: 25992: 25986: 25980: 25974: 25968: 25962: 25956: 25950: 25944: 25938: 25932: 25926: 25918: 25912: 25906: 25900: 25886: 25880: 25874: 25868: 25862: 25856: 25855: 25853: 25851: 25842:. Archived from 25835: 25829: 25823: 25817: 25814: 25803: 25794: 25788: 25782: 25776: 25770: 25764: 25763: 25726: 25720: 25714: 25708: 25698: 25692: 25691: 25673: 25667: 25666: 25664: 25640: 25634: 25633: 25631: 25619: 25613: 25607: 25601: 25600: 25582: 25562: 25556: 25555: 25530:(501): 460–467. 25515: 25509: 25503: 25497: 25491: 25485: 25479: 25473: 25462: 25456: 25450: 25444: 25434: 25428: 25422: 25416: 25415: 25409: 25399: 25393: 25392: 25390: 25388: 25374: 25368: 25367: 25349: 25343: 25337: 25294: 25289: 25288: 25248: 25223: 25221: 25220: 25215: 25199: 25197: 25196: 25191: 25186: 25185: 25148: 25146: 25145: 25140: 25135: 25134: 25101: 25099: 25098: 25093: 25088: 25087: 25062: 25060: 25059: 25054: 25024: 25022: 25021: 25016: 24998: 24996: 24995: 24990: 24988: 24987: 24956: 24954: 24953: 24948: 24927: 24925: 24924: 24919: 24907: 24905: 24904: 24899: 24894: 24893: 24860: 24858: 24857: 24852: 24792: 24790: 24789: 24784: 24772: 24770: 24769: 24764: 24749: 24747: 24746: 24741: 24726: 24724: 24723: 24718: 24706: 24704: 24703: 24698: 24686: 24684: 24683: 24678: 24666: 24664: 24663: 24658: 24646: 24644: 24643: 24638: 24626: 24624: 24623: 24618: 24606: 24604: 24603: 24598: 24586: 24584: 24583: 24578: 24560: 24558: 24557: 24552: 24522: 24520: 24519: 24514: 24499: 24497: 24496: 24491: 24464: 24462: 24461: 24456: 24451: 24450: 24416:QR decomposition 24412:LU decomposition 24409: 24407: 24406: 24401: 24365: 24360:row echelon form 24342: 24340: 24339: 24334: 24316: 24314: 24313: 24308: 24287: 24285: 24284: 24279: 24267: 24265: 24264: 24259: 24217: 24215: 24214: 24209: 24207: 24206: 24201: 24152: 24144: 24098: 24096: 24095: 24090: 23969: 23967: 23966: 23961: 23947: 23946: 23942: 23915: 23913: 23912: 23907: 23905: 23904: 23892: 23891: 23879: 23878: 23866: 23865: 23800: 23798: 23797: 23792: 23778: 23777: 23742: 23740: 23739: 23734: 23704: 23702: 23701: 23696: 23680: 23678: 23677: 23672: 23649: 23647: 23646: 23641: 23639: 23638: 23611: 23609: 23608: 23603: 23567: 23565: 23564: 23559: 23541: 23539: 23538: 23533: 23527: 23519: 23503: 23501: 23500: 23495: 23483: 23481: 23480: 23475: 23469: 23461: 23453: 23451: 23450: 23445: 23443: 23442: 23426: 23424: 23423: 23418: 23403: 23401: 23400: 23395: 23390: 23389: 23371: 23370: 23343: 23339: 23338: 23337: 23319: 23318: 23304: 23300: 23295: 23287: 23271: 23269: 23268: 23263: 23255: 23254: 23238: 23236: 23235: 23230: 23210: 23208: 23207: 23202: 23190: 23188: 23187: 23182: 23176: 23168: 23160: 23158: 23157: 23152: 23146: 23138: 23127: 23125: 23124: 23119: 23117: 23110: 23109: 23088: 23087: 23072: 23071: 23052: 23051: 23033: 23032: 23020: 23019: 23002: 22994: 22982: 22974: 22966: 22958: 22943: 22941: 22940: 22935: 22923: 22921: 22920: 22915: 22903: 22901: 22900: 22895: 22889: 22881: 22870: 22868: 22867: 22862: 22850: 22848: 22847: 22842: 22830: 22828: 22827: 22822: 22803: 22801: 22800: 22795: 22783: 22781: 22780: 22775: 22763: 22761: 22760: 22755: 22722:Exterior algebra 22717: 22715: 22714: 22709: 22704: 22703: 22698: 22689: 22688: 22658:algebraic groups 22655: 22653: 22652: 22647: 22645: 22644: 22622: 22620: 22619: 22614: 22612: 22611: 22583: 22581: 22580: 22575: 22563: 22561: 22560: 22555: 22533: 22531: 22530: 22525: 22514: 22513: 22471: 22470: 22430: 22428: 22427: 22422: 22410: 22408: 22407: 22402: 22390: 22388: 22387: 22382: 22368: 22367: 22343: 22342: 22318: 22317: 22301: 22299: 22298: 22293: 22251: 22249: 22248: 22243: 22227: 22225: 22224: 22219: 22207: 22205: 22204: 22199: 22174: 22172: 22171: 22166: 22161: 22160: 22136: 22135: 22106: 22104: 22103: 22098: 22096: 22078: 22076: 22075: 22070: 22054: 22052: 22051: 22046: 22034: 22032: 22031: 22026: 22012: 22011: 21980: 21978: 21977: 21972: 21941: 21939: 21938: 21933: 21931: 21919: 21917: 21916: 21911: 21899:commutative ring 21862: 21860: 21859: 21854: 21817: 21815: 21814: 21809: 21777: 21776: 21716: 21715: 21669: 21643:similar matrices 21613: 21611: 21610: 21605: 21600: 21591: 21587: 21583: 21546: 21529: 21528: 21516: 21504: 21493: 21492: 21464: 21412: 21410: 21409: 21404: 21399: 21398: 21375: 21371: 21369: 21368: 21367: 21354: 21353: 21352: 21339: 21304: 21291: 21289: 21288: 21283: 21278: 21277: 21272: 21263: 21262: 21257: 21218: 21216: 21215: 21210: 21208: 21207: 21202: 21193: 21192: 21187: 21169:A nonlinear map 21157: 21155: 21154: 21149: 21147: 21100: 21092: 21084: 21075: 21073: 21072: 21067: 21023: 21021: 21020: 21015: 20995: 20993: 20989: 20985: 20984: 20983: 20965: 20926: 20924: 20923: 20918: 20893: 20891: 20890: 20885: 20873: 20871: 20870: 20865: 20853: 20851: 20850: 20845: 20827: 20825: 20824: 20819: 20817: 20816: 20811: 20802: 20801: 20796: 20777: 20775: 20774: 20769: 20757: 20755: 20754: 20749: 20747: 20730: 20718: 20716: 20715: 20710: 20682: 20680: 20679: 20674: 20672: 20671: 20666: 20647: 20645: 20644: 20639: 20627: 20625: 20624: 20619: 20617: 20616: 20611: 20602: 20601: 20596: 20553: 20549: 20515:with entries in 20444: 20442: 20441: 20436: 20418: 20416: 20415: 20410: 20395: 20393: 20392: 20387: 20382: 20381: 20364: 20347: 20321: 20304: 20283: 20266: 20218: 20189: 20165: 20143: 20142: 20117: 20116: 20096: 20095: 20063: 20062: 20044: 20043: 20010: 20008: 20007: 20002: 19985:(supposed to be 19984: 19982: 19981: 19976: 19965: 19964: 19937: 19936: 19916: 19914: 19913: 19908: 19883: 19881: 19880: 19875: 19873: 19872: 19856: 19854: 19853: 19848: 19846: 19845: 19840: 19831: 19830: 19818: 19817: 19801: 19799: 19798: 19793: 19781: 19779: 19778: 19773: 19734: 19732: 19731: 19726: 19721: 19720: 19692: 19690: 19689: 19684: 19679: 19678: 19598: 19596: 19595: 19590: 19588: 19587: 19568: 19566: 19565: 19560: 19546: 19545: 19533: 19532: 19525: 19524: 19508: 19507: 19490: 19489: 19478: 19477: 19455: 19454: 19434: 19433: 19423: 19418: 19400: 19399: 19392: 19391: 19365: 19364: 19338: 19337: 19312: 19310: 19309: 19304: 19292: 19290: 19289: 19284: 19272: 19270: 19269: 19264: 19252: 19250: 19249: 19244: 19242: 19241: 19222: 19220: 19219: 19214: 19178: 19176: 19162: 19158: 19157: 19141: 19136: 19135: 19112: 19110: 19109: 19104: 19083: 19081: 19080: 19075: 19063: 19061: 19060: 19055: 18932:Crelle's Journal 18910: 18800: 18798: 18797: 18792: 18790: 18783: 18775: 18751: 18750: 18749: 18735: 18727: 18703: 18702: 18701: 18687: 18679: 18655: 18654: 18653: 18625: 18623: 18622: 18617: 18593: 18591: 18590: 18585: 18583: 18582: 18541: 18539: 18538: 18533: 18512: 18510: 18509: 18504: 18502: 18501: 18496: 18495: 18475: 18473: 18472: 18467: 18446: 18444: 18443: 18438: 18436: 18435: 18408: 18406: 18405: 18400: 18395: 18391: 18390: 18313: 18311: 18310: 18305: 18279: 18277: 18276: 18271: 18269: 18265: 18264: 18242: 18238: 18234: 18233: 18195: 18191: 18190: 18086: 18084: 18083: 18078: 18073: 18072: 18064: 18060: 18059: 18027: 18026: 17999: 17997: 17996: 17995: 17979: 17962: 17950: 17948: 17947: 17942: 17927: 17925: 17924: 17919: 17914: 17910: 17909: 17907: 17899: 17891: 17889: 17888: 17850: 17848: 17840: 17823: 17811: 17809: 17808: 17803: 17791: 17789: 17788: 17783: 17767: 17765: 17764: 17759: 17732: 17730: 17729: 17724: 17719: 17715: 17714: 17712: 17704: 17696: 17665: 17663: 17655: 17638: 17625:Jacobi's formula 17618: 17616: 17615: 17610: 17608: 17596: 17594: 17593: 17588: 17586: 17585: 17574: 17548:root mean square 17530: 17528: 17527: 17522: 17517: 17515: 17511: 17510: 17491: 17483: 17481: 17461: 17453: 17448: 17447: 17439: 17421: 17419: 17418: 17414: 17413: 17387: 17364: 17351: 17349: 17348: 17343: 17296: 17292: 17291: 17290: 17251: 17237: 17225: 17215: 17211: 17200: 17198: 17197: 17192: 17186: 17185: 17180: 17176: 17175: 17171: 17170: 17151: 17146: 17145: 17144: 17135: 17134: 17115: 17112: 17107: 17083: 17081: 17070: 17067: 17062: 17037: 17028: 17026: 17025: 17020: 17014: 17013: 17008: 17004: 17003: 16999: 16998: 16979: 16974: 16973: 16972: 16953: 16950: 16945: 16921: 16919: 16908: 16905: 16900: 16846: 16839: 16837: 16836: 16831: 16825: 16820: 16810: 16779: 16774: 16764: 16759: 16749: 16736: 16731: 16703: 16675: 16647: 16635: 16633: 16632: 16627: 16619: 16618: 16600: 16599: 16587: 16586: 16574: 16573: 16564: 16562: 16554: 16553: 16552: 16533: 16478: 16476: 16475: 16470: 16459: 16458: 16445: 16440: 16415: 16402: 16400: 16399: 16394: 16389: 16388: 16387: 16386: 16376: 16372: 16371: 16351: 16349: 16345: 16344: 16335: 16334: 16333: 16332: 16317: 16316: 16315: 16308: 16307: 16283: 16280: 16275: 16259: 16249: 16248: 16227: 16226: 16211: 16210: 16191: 16190: 16172: 16171: 16159: 16158: 16113: 16111: 16110: 16105: 16098: 16074: 16071: 16070: 16066: 16065: 16046: 16045: 16023: 16018: 16003: 15995: 15987: 15986: 15969: 15966: 15963: 15953: 15952: 15929: 15915: 15896: 15894: 15893: 15888: 15886: 15879: 15875: 15874: 15870: 15869: 15827: 15826: 15822: 15821: 15796: 15795: 15790: 15786: 15785: 15781: 15780: 15749: 15748: 15743: 15739: 15717: 15713: 15712: 15687: 15686: 15681: 15677: 15650: 15642: 15614: 15610: 15609: 15605: 15604: 15579: 15575: 15574: 15553: 15531: 15530: 15525: 15521: 15494: 15486: 15458: 15454: 15453: 15449: 15448: 15426: 15425: 15420: 15416: 15389: 15381: 15347:, respectively, 15346: 15339: 15332: 15322: 15320: 15319: 15314: 15257: 15250: 15248: 15247: 15242: 15209: 15205: 15197: 15193: 15189: 15185: 15181: 15173: 15166: 15164: 15163: 15158: 15089: 15082: 15080: 15079: 15074: 15008: 15004: 14984: 14982: 14981: 14976: 14964: 14962: 14961: 14956: 14944: 14942: 14941: 14936: 14921: 14919: 14918: 14913: 14911: 14910: 14903: 14902: 14880: 14879: 14862: 14861: 14820: 14819: 14797: 14796: 14779: 14778: 14759: 14758: 14736: 14735: 14718: 14717: 14691: 14690: 14662:Hermitian matrix 14656: 14654: 14653: 14648: 14631: 14630: 14611: 14609: 14608: 14603: 14587: 14585: 14584: 14579: 14563: 14561: 14560: 14555: 14543: 14541: 14540: 14535: 14519: 14517: 14516: 14511: 14496: 14494: 14493: 14488: 14447: 14446: 14424: 14422: 14421: 14416: 14404: 14402: 14401: 14396: 14384: 14382: 14381: 14376: 14364: 14362: 14361: 14356: 14344: 14342: 14341: 14336: 14324: 14322: 14321: 14316: 14294: 14292: 14291: 14286: 14281: 14280: 14268: 14267: 14258: 14257: 14245: 14244: 14234: 14229: 14186:is equal to the 14185: 14181: 14177: 14170: 14168: 14167: 14162: 14160: 14159: 14141: 14140: 14128: 14127: 14105: 14103: 14102: 14097: 14081: 14079: 14078: 14073: 14055: 14053: 14052: 14047: 14014: 14012: 14011: 14006: 13995: 13962: 13960: 13959: 13954: 13943: 13935: 13932: 13920: 13918: 13917: 13912: 13907: 13906: 13894: 13893: 13878: 13867: 13866: 13842: 13841: 13826: 13793: 13791: 13790: 13785: 13783: 13762: 13760: 13759: 13754: 13733: 13731: 13730: 13725: 13714: 13706: 13703: 13694: 13692: 13691: 13686: 13674: 13672: 13671: 13666: 13654: 13652: 13651: 13646: 13644: 13643: 13599: 13598: 13557: 13533: 13531: 13530: 13525: 13500: 13498: 13497: 13492: 13475: 13472: 13458: 13455: 13444: 13441: 13426: 13424: 13423: 13418: 13413: 13412: 13403: 13402: 13390: 13389: 13380: 13379: 13367: 13366: 13357: 13356: 13344: 13343: 13334: 13333: 13315: 13314: 13302: 13301: 13286: 13285: 13273: 13272: 13247: 13245: 13244: 13239: 13234: 13233: 13224: 13223: 13211: 13210: 13201: 13200: 13188: 13187: 13178: 13177: 13165: 13164: 13155: 13154: 13105: 13103: 13102: 13097: 13085: 13083: 13082: 13077: 13056: 13054: 13053: 13048: 13033: 13031: 13030: 13025: 13020: 13019: 13010: 13009: 12997: 12996: 12987: 12986: 12974: 12973: 12964: 12963: 12951: 12950: 12941: 12940: 12928: 12927: 12918: 12917: 12905: 12904: 12895: 12894: 12882: 12881: 12872: 12871: 12859: 12858: 12849: 12848: 12830:Expanding gives 12826: 12824: 12823: 12818: 12810: 12809: 12797: 12796: 12781: 12780: 12768: 12767: 12749: 12748: 12736: 12735: 12720: 12719: 12707: 12706: 12684: 12682: 12681: 12676: 12674: 12673: 12658: 12657: 12631: 12629: 12628: 12623: 12606: 12603: 12589: 12586: 12575: 12572: 12509: 12507: 12506: 12501: 12471: 12467: 12465: 12464: 12459: 12454: 12452: 12447: 12433: 12428: 12426: 12421: 12407: 12402: 12400: 12395: 12375: 12366: 12364: 12363: 12358: 12340: 12336: 12332: 12330: 12329: 12324: 12301:concave function 12298: 12289: 12287: 12286: 12281: 12279: 12276: 12219: 12217: 12216: 12211: 12209: 12206: 12116: 12114: 12113: 12108: 12096: 12094: 12093: 12088: 12076: 12074: 12073: 12068: 12042: 12040: 12039: 12034: 12006: 12004: 12003: 11998: 11983: 11981: 11980: 11975: 11960: 11958: 11957: 11952: 11940: 11938: 11937: 11932: 11917: 11915: 11914: 11909: 11863: 11859: 11855: 11854: 11778: 11776: 11775: 11770: 11765: 11761: 11757: 11756: 11738: 11737: 11736: 11670: 11656: 11654: 11653: 11648: 11628: 11624: 11614: 11613: 11612: 11565: 11555: 11524: 11522: 11521: 11516: 11511: 11507: 11497: 11496: 11495: 11474: 11470: 11460: 11459: 11458: 11423:matrix (so that 11422: 11408: 11395:states that for 11383: 11381: 11380: 11375: 11331: 11330: 11283:do not commute) 11282: 11280: 11279: 11274: 11262: 11260: 11259: 11254: 11242: 11240: 11239: 11234: 11216: 11214: 11213: 11208: 11187: 11185: 11184: 11179: 11158: 11156: 11155: 11150: 11118: 11117: 11069: 11067: 11066: 11061: 11034: 11032: 11031: 11026: 11014: 11012: 11011: 11006: 10980: 10978: 10977: 10972: 10970: 10957: 10956: 10911: 10907: 10906: 10899: 10898: 10880: 10879: 10859: 10858: 10808: 10803: 10802: 10801: 10772: 10771: 10748: 10743: 10742: 10741: 10734: 10733: 10716: 10715: 10691: 10690: 10666: 10665: 10608: 10607: 10555: 10553: 10552: 10547: 10532: 10530: 10529: 10524: 10506: 10504: 10503: 10498: 10486: 10484: 10483: 10478: 10470: 10469: 10423: 10421: 10420: 10415: 10413: 10400: 10399: 10354: 10350: 10349: 10339: 10338: 10315: 10314: 10290: 10289: 10251: 10246: 10245: 10244: 10215: 10214: 10191: 10186: 10185: 10184: 10177: 10176: 10155: 10154: 10137: 10136: 10109: 10108: 10051: 10050: 9994: 9992: 9991: 9986: 9971: 9969: 9968: 9963: 9958: 9957: 9889: 9888: 9839:Schur complement 9836: 9834: 9833: 9828: 9810: 9808: 9807: 9802: 9784: 9782: 9781: 9776: 9758: 9756: 9755: 9750: 9732: 9730: 9729: 9724: 9690: 9688: 9687: 9682: 9656: 9654: 9653: 9648: 9634: 9632: 9621: 9616: 9615: 9586: 9584: 9583: 9578: 9508: 9506: 9505: 9500: 9495: 9494: 9482: 9481: 9454: 9453: 9410: 9408: 9407: 9402: 9345: 9343: 9342: 9337: 9335: 9333: 9332: 9319: 9288: 9286: 9285: 9280: 9275: 9271: 9270: 9269: 9257: 9256: 9241: 9211: 9210: 9202: 9191: 9174: 9163: 9151: 9140: 9128: 9117: 9076: 9071: 9054: 9049: 9037: 9032: 9020: 9015: 9002: 9001: 8985: 8984: 8973: 8972: 8961: 8960: 8902: 8900: 8899: 8894: 8889: 8888: 8873: 8872: 8857: 8856: 8831: 8826: 8787:is the equality 8784: 8782: 8781: 8776: 8762: 8760: 8759: 8754: 8733: 8731: 8730: 8725: 8723: 8722: 8681: 8680: 8639: 8638: 8597: 8596: 8524: 8522: 8521: 8516: 8496: 8487: 8485: 8484: 8479: 8474: 8473: 8458: 8457: 8442: 8441: 8416: 8411: 8371: 8369: 8368: 8363: 8347: 8345: 8344: 8339: 8337: 8336: 8321: 8320: 8289: 8287: 8286: 8281: 8270:-th row and the 8269: 8267: 8266: 8261: 8250:by removing the 8249: 8247: 8246: 8241: 8229: 8227: 8226: 8221: 8179: 8177: 8176: 8171: 8169: 8168: 8139: 8137: 8136: 8131: 8093: 8091: 8090: 8085: 8083: 8082: 8066: 8064: 8063: 8058: 8044: 8043: 8034: 8017: 8016: 7997: 7995: 7994: 7989: 7975: 7974: 7954: 7952: 7951: 7946: 7932: 7931: 7911: 7909: 7908: 7903: 7889: 7888: 7872: 7870: 7869: 7864: 7852: 7850: 7849: 7844: 7842: 7841: 7825: 7823: 7822: 7817: 7803: 7802: 7759: 7757: 7756: 7751: 7737: 7736: 7712: 7711: 7688: 7686: 7685: 7680: 7666: 7665: 7646: 7644: 7643: 7638: 7626: 7624: 7623: 7618: 7602: 7600: 7599: 7594: 7592: 7591: 7561: 7559: 7542: 7537: 7533: 7532: 7494: 7492: 7491: 7486: 7471: 7469: 7468: 7463: 7451: 7449: 7448: 7443: 7428: 7426: 7425: 7420: 7408: 7406: 7405: 7400: 7385: 7383: 7382: 7377: 7319: 7317: 7316: 7311: 7299: 7297: 7296: 7291: 7259: 7245: 7243: 7242: 7237: 7220: 7216: 7215: 7214: 7183: 7181: 7180: 7175: 7152: 7150: 7149: 7144: 7100: 7092: 7081: 7073: 7055: 7053: 7052: 7047: 7045: 7037: 7029: 7021: 7006: 7004: 7003: 6998: 6996: 6988: 6977: 6969: 6954: 6952: 6951: 6946: 6944: 6936: 6928: 6920: 6906: 6904: 6903: 6898: 6896: 6888: 6880: 6872: 6852: 6850: 6849: 6844: 6842: 6834: 6798: 6796: 6795: 6790: 6788: 6787: 6703: 6701: 6700: 6695: 6693: 6692: 6608: 6606: 6605: 6600: 6598: 6597: 6514: 6512: 6511: 6506: 6504: 6503: 6415: 6413: 6411: 6410: 6405: 6392: 6389: 6387: 6386: 6381: 6376: 6375: 6285: 6283: 6282: 6277: 6251: 6249: 6248: 6243: 6227: 6225: 6224: 6219: 6214: 6213: 6200: 6195: 6177: 6176: 6161: 6160: 6151: 6150: 6119: 6117: 6116: 6111: 6093: 6091: 6090: 6085: 6067: 6065: 6064: 6059: 6051: 6050: 6027: 6025: 6024: 6019: 5981: 5979: 5978: 5973: 5968: 5963: 5962: 5944: 5943: 5931: 5930: 5918: 5917: 5905: 5904: 5895: 5887: 5882: 5881: 5863: 5862: 5850: 5849: 5837: 5836: 5824: 5823: 5814: 5803: 5798: 5797: 5782: 5781: 5769: 5768: 5756: 5755: 5743: 5742: 5733: 5721: 5719: 5718: 5713: 5708: 5703: 5702: 5684: 5683: 5665: 5664: 5646: 5645: 5636: 5625: 5620: 5619: 5601: 5600: 5585: 5584: 5566: 5565: 5556: 5541: 5539: 5538: 5533: 5521: 5519: 5518: 5513: 5495: 5493: 5492: 5487: 5473: 5472: 5410: 5408: 5407: 5402: 5378: 5376: 5375: 5370: 5362: 5357: 5356: 5314: 5313: 5304: 5278: 5276: 5275: 5270: 5268: 5264: 5259: 5258: 5228: 5227: 5218: 5210: 5205: 5204: 5177: 5176: 5167: 5150: 5146: 5141: 5140: 5122: 5121: 5085: 5084: 5060: 5059: 5050: 5049: 5036: 5028: 4991: 4989: 4988: 4983: 4963: 4962: 4944:is written as a 4943: 4941: 4940: 4935: 4904: 4902: 4901: 4896: 4884: 4882: 4881: 4876: 4868: 4834: 4832: 4831: 4826: 4824: 4823: 4801: 4799: 4798: 4793: 4788: 4787: 4781: 4780: 4762: 4761: 4752: 4751: 4729: 4727: 4726: 4721: 4705: 4703: 4702: 4697: 4667: 4665: 4664: 4659: 4626: 4619: 4617: 4616: 4611: 4606: 4605: 4604: 4603: 4579: 4578: 4577: 4576: 4556: 4555: 4554: 4553: 4541: 4540: 4525: 4524: 4523: 4505: 4504: 4492: 4491: 4448: 4444: 4442: 4441: 4436: 4402: 4398: 4396: 4395: 4390: 4388: 4387: 4386: 4385: 4367: 4366: 4338: 4336: 4335: 4330: 4328: 4324: 4323: 4322: 4297: 4292: 4256: 4255: 4254: 4202: 4200: 4199: 4194: 4189: 4188: 4161: 4160: 4120: 4119: 4118: 4095: 4094: 4087: 4086: 4068: 4067: 4037: 4036: 4018: 4017: 3962: 3960: 3959: 3954: 3949: 3948: 3941: 3940: 3922: 3921: 3891: 3890: 3872: 3871: 3830: 3828: 3827: 3822: 3807: 3805: 3804: 3799: 3781: 3779: 3778: 3773: 3761: 3759: 3758: 3753: 3730:. The signature 3729: 3727: 3726: 3721: 3719: 3718: 3698: 3696: 3695: 3690: 3633: 3631: 3630: 3625: 3610: 3608: 3607: 3602: 3558: 3556: 3555: 3550: 3517: 3459: 3457: 3456: 3451: 3447: 3371: 3370: 3298: 3260: 3258: 3257: 3252: 3247: 3246: 3239: 3238: 3216: 3215: 3198: 3197: 3156: 3155: 3133: 3132: 3115: 3114: 3095: 3094: 3072: 3071: 3054: 3053: 3008:commutative ring 3005: 3003: 3002: 2997: 2995: 2994: 2969: 2967: 2966: 2961: 2956: 2955: 2948: 2947: 2925: 2924: 2907: 2906: 2865: 2864: 2842: 2841: 2824: 2823: 2804: 2803: 2781: 2780: 2763: 2762: 2655: 2653: 2652: 2647: 2633: 2630: 2594: 2592: 2591: 2586: 2581: 2577: 2568: 2561: 2560: 2542: 2541: 2536: 2530: 2529: 2511: 2510: 2505: 2499: 2498: 2471: 2469: 2468: 2463: 2458: 2457: 2452: 2437: 2436: 2431: 2422: 2421: 2416: 2388: 2386: 2385: 2380: 2369:This means that 2365: 2363: 2362: 2357: 2352: 2351: 2346: 2337: 2336: 2283: 2282: 2277: 2268: 2267: 2221: 2220: 2215: 2206: 2205: 2153: 2151: 2150: 2145: 2143: 2139: 2135: 2134: 2129: 2116: 2115: 2110: 2102: 2101: 2096: 2062: 2049: 2035: 2015: 2003: 1991: 1951: 1949: 1948: 1943: 1920: 1919: 1891: 1890: 1859: 1846: 1842: 1832: 1828: 1827: 1822: 1801: 1796: 1791: 1785: 1780: 1775: 1767: 1764: 1752: 1738: 1723: 1696: 1681: 1666: 1651: 1623: 1619: 1615: 1602: 1590: 1570: 1558: 1546: 1542: 1530: 1510: 1508: 1507: 1502: 1497: 1496: 1401: 1400: 1343: 1341: 1340: 1335: 1320: 1318: 1317: 1312: 1307: 1306: 1299: 1282: 1258: 1257: 1213: 1190: 1167: 1166: 1159: 1136: 1096: 1094: 1093: 1088: 1062: 1061: 1016: 1014: 1013: 1008: 1006: 1005: 960: 958: 957: 952: 931:First properties 926: 924: 923: 918: 862: 861: 854: 818: 817: 763: 761: 760: 755: 732: 731: 693: 692: 644: 640: 638: 637: 632: 630: 629: 587: 555: 539: 531: 463: 456: 444: 430:row echelon form 415: 407: 405: 404: 399: 380: 367: 365: 364: 359: 282: 281: 209: 202: 200: 199: 194: 171: 170: 125: 91: 89: 81: 74: 66: 21: 28142: 28141: 28137: 28136: 28135: 28133: 28132: 28131: 28102: 28101: 28100: 28095: 28077: 28039: 27995: 27932: 27884: 27826: 27817: 27783:Change of basis 27773:Multilinear map 27711: 27693: 27688: 27638:Wayback Machine 27563: 27544: 27543: 27510:(22): 320–359, 27489: 27477:, vol. 1, 27459: 27393: 27375: 27347: 27338: 27318: 27316: 27312: 27298: 27273: 27253: 27235: 27217: 27198: 27184:Matrix Analysis 27153: 27118: 27098: 27071: 27053: 27035: 27003: 26977: 26957: 26932: 26906:10.2307/4145188 26834: 26777: 26757: 26726: 26711: 26697:10.2307/2004533 26680: 26669: 26637: 26631: 26626: 26597: 26593: 26582: 26578: 26569: 26567: 26563: 26557: 26534: 26528: 26524: 26517: 26513: 26505: 26501: 26494: 26490: 26473: 26469: 26461: 26457: 26448: 26444: 26437: 26421: 26417: 26400: 26399: 26380: 26379: 26374: 26368: 26367: 26362: 26352: 26351: 26335: 26334: 26329: 26323: 26322: 26317: 26307: 26306: 26293: 26292: 26287: 26281: 26280: 26275: 26265: 26264: 26255: 26254: 26247: 26246: 26241: 26235: 26234: 26229: 26219: 26218: 26205: 26204: 26199: 26193: 26192: 26187: 26177: 26176: 26163: 26153: 26151: 26148: 26147: 26136: 26132: 26125: 26121: 26109: 26105: 26097: 26093: 26079: 26075: 26067: 26063: 26055: 26051: 26040: 26036: 26028: 26024: 26016: 26012: 26004: 26000: 25993: 25989: 25981: 25977: 25969: 25965: 25957: 25953: 25945: 25941: 25933: 25929: 25919: 25915: 25907: 25903: 25887: 25883: 25875: 25871: 25863: 25859: 25849: 25847: 25838: 25836: 25832: 25824: 25820: 25815: 25806: 25795: 25791: 25783: 25779: 25775:, § 0.8.10 25771: 25767: 25727: 25723: 25715: 25711: 25699: 25695: 25683: 25674: 25670: 25641: 25637: 25620: 25616: 25608: 25604: 25563: 25559: 25536:10.2307/3620776 25516: 25512: 25504: 25500: 25492: 25488: 25480: 25476: 25464:Alternatively, 25463: 25459: 25451: 25447: 25435: 25431: 25423: 25419: 25400: 25396: 25386: 25384: 25376: 25375: 25371: 25350: 25346: 25338: 25334: 25330: 25325: 25290: 25283: 25280: 25240: 25209: 25206: 25205: 25181: 25177: 25166: 25163: 25162: 25130: 25126: 25115: 25112: 25111: 25083: 25079: 25068: 25065: 25064: 25030: 25027: 25026: 25004: 25001: 25000: 24983: 24979: 24962: 24959: 24958: 24933: 24930: 24929: 24913: 24910: 24909: 24889: 24885: 24874: 24871: 24870: 24867: 24865:Further methods 24801: 24798: 24797: 24778: 24775: 24774: 24755: 24752: 24751: 24732: 24729: 24728: 24712: 24709: 24708: 24692: 24689: 24688: 24672: 24669: 24668: 24652: 24649: 24648: 24632: 24629: 24628: 24612: 24609: 24608: 24592: 24589: 24588: 24572: 24569: 24568: 24531: 24528: 24527: 24508: 24505: 24504: 24470: 24467: 24466: 24446: 24442: 24431: 24428: 24427: 24386: 24383: 24382: 24379: 24363: 24349: 24325: 24322: 24321: 24296: 24293: 24292: 24273: 24270: 24269: 24250: 24247: 24246: 24232: 24202: 24197: 24196: 24194: 24191: 24190: 24155:regular element 24150: 24139: 24136: 24112: 24018: 24015: 24014: 23992: 23972:field extension 23938: 23934: 23930: 23928: 23925: 23924: 23900: 23896: 23887: 23883: 23874: 23870: 23861: 23857: 23813: 23810: 23809: 23767: 23763: 23755: 23752: 23751: 23713: 23710: 23709: 23690: 23687: 23686: 23666: 23663: 23662: 23656: 23634: 23630: 23628: 23625: 23624: 23622:symmetric group 23585: 23582: 23581: 23574: 23547: 23544: 23543: 23523: 23517: 23514: 23513: 23510:chain complexes 23489: 23486: 23485: 23465: 23459: 23456: 23455: 23438: 23434: 23432: 23429: 23428: 23412: 23409: 23408: 23385: 23381: 23366: 23362: 23333: 23329: 23314: 23310: 23309: 23305: 23291: 23286: 23282: 23280: 23277: 23276: 23250: 23246: 23244: 23241: 23240: 23224: 23221: 23220: 23196: 23193: 23192: 23172: 23166: 23163: 23162: 23142: 23136: 23133: 23132: 23115: 23114: 23105: 23101: 23083: 23079: 23067: 23063: 23053: 23047: 23043: 23028: 23024: 23015: 23011: 23008: 23007: 22998: 22987: 22978: 22962: 22954: 22952: 22949: 22948: 22929: 22926: 22925: 22909: 22906: 22905: 22885: 22879: 22876: 22875: 22856: 22853: 22852: 22836: 22833: 22832: 22816: 22813: 22812: 22789: 22786: 22785: 22769: 22766: 22765: 22737: 22734: 22733: 22730: 22724: 22699: 22694: 22693: 22684: 22680: 22672: 22669: 22668: 22640: 22636: 22628: 22625: 22624: 22607: 22603: 22601: 22598: 22597: 22590:category theory 22569: 22566: 22565: 22549: 22546: 22545: 22503: 22499: 22460: 22456: 22439: 22436: 22435: 22416: 22413: 22412: 22396: 22393: 22392: 22363: 22359: 22338: 22334: 22313: 22309: 22307: 22304: 22303: 22275: 22272: 22271: 22237: 22234: 22233: 22213: 22210: 22209: 22187: 22184: 22183: 22156: 22152: 22131: 22127: 22125: 22122: 22121: 22092: 22084: 22081: 22080: 22064: 22061: 22060: 22040: 22037: 22036: 22001: 21997: 21989: 21986: 21985: 21951: 21948: 21947: 21927: 21925: 21922: 21921: 21905: 21902: 21901: 21895: 21836: 21833: 21832: 21769: 21765: 21708: 21704: 21678: 21675: 21674: 21658: 21639: 21634: 21596: 21579: 21557: 21553: 21542: 21524: 21520: 21512: 21500: 21479: 21475: 21473: 21470: 21469: 21452: 21439:(the domain of 21376: 21363: 21359: 21355: 21348: 21344: 21340: 21338: 21334: 21333: 21316: 21313: 21312: 21296: 21273: 21268: 21267: 21258: 21253: 21252: 21244: 21241: 21240: 21230:Jacobian matrix 21203: 21198: 21197: 21188: 21183: 21182: 21174: 21171: 21170: 21143: 21096: 21083: 21081: 21078: 21077: 21043: 21040: 21039: 20979: 20978: 20974: 20973: 20969: 20964: 20935: 20932: 20931: 20903: 20900: 20899: 20879: 20876: 20875: 20859: 20856: 20855: 20833: 20830: 20829: 20812: 20807: 20806: 20797: 20792: 20791: 20783: 20780: 20779: 20763: 20760: 20759: 20743: 20726: 20724: 20721: 20720: 20695: 20692: 20691: 20667: 20662: 20661: 20653: 20650: 20649: 20633: 20630: 20629: 20612: 20607: 20606: 20597: 20592: 20591: 20583: 20580: 20579: 20568: 20551: 20547: 20525:Euclidean space 20477: 20471: 20424: 20421: 20420: 20404: 20401: 20400: 20376: 20375: 20348: 20343: 20337: 20332: 20305: 20300: 20294: 20267: 20262: 20255: 20254: 20249: 20244: 20239: 20233: 20232: 20214: 20208: 20203: 20185: 20179: 20161: 20154: 20153: 20138: 20134: 20132: 20127: 20112: 20108: 20106: 20091: 20087: 20080: 20079: 20058: 20054: 20039: 20035: 20027: 20024: 20023: 19990: 19987: 19986: 19960: 19956: 19932: 19928: 19926: 19923: 19922: 19896: 19893: 19892: 19868: 19864: 19862: 19859: 19858: 19841: 19836: 19835: 19826: 19822: 19813: 19809: 19807: 19804: 19803: 19787: 19784: 19783: 19764: 19761: 19760: 19753: 19716: 19712: 19701: 19698: 19697: 19674: 19670: 19611: 19608: 19607: 19583: 19579: 19577: 19574: 19573: 19541: 19537: 19527: 19526: 19520: 19516: 19514: 19509: 19497: 19493: 19491: 19485: 19481: 19479: 19467: 19463: 19461: 19456: 19450: 19446: 19439: 19438: 19429: 19425: 19419: 19408: 19394: 19393: 19387: 19383: 19381: 19376: 19371: 19366: 19360: 19356: 19349: 19348: 19333: 19329: 19321: 19318: 19317: 19298: 19295: 19294: 19278: 19275: 19274: 19258: 19255: 19254: 19237: 19233: 19231: 19228: 19227: 19163: 19153: 19149: 19142: 19140: 19131: 19127: 19125: 19122: 19121: 19089: 19086: 19085: 19084:if and only if 19069: 19066: 19065: 19040: 19037: 19036: 19029: 19024: 18902: 18807: 18788: 18787: 18779: 18771: 18764: 18745: 18744: 18740: 18737: 18736: 18731: 18723: 18716: 18697: 18696: 18692: 18689: 18688: 18683: 18675: 18668: 18649: 18648: 18644: 18640: 18638: 18635: 18634: 18599: 18596: 18595: 18577: 18576: 18571: 18566: 18556: 18555: 18547: 18544: 18543: 18521: 18518: 18517: 18497: 18488: 18487: 18486: 18484: 18481: 18480: 18452: 18449: 18448: 18431: 18427: 18425: 18422: 18421: 18386: 18382: 18378: 18322: 18319: 18318: 18293: 18290: 18289: 18260: 18256: 18252: 18226: 18222: 18221: 18217: 18186: 18182: 18178: 18098: 18095: 18094: 18065: 18052: 18048: 18044: 18043: 18019: 18015: 17988: 17984: 17980: 17963: 17961: 17959: 17956: 17955: 17936: 17933: 17932: 17900: 17892: 17890: 17881: 17877: 17876: 17872: 17841: 17824: 17822: 17820: 17817: 17816: 17797: 17794: 17793: 17777: 17774: 17773: 17741: 17738: 17737: 17705: 17697: 17695: 17679: 17675: 17656: 17639: 17637: 17635: 17632: 17631: 17604: 17602: 17599: 17598: 17575: 17570: 17569: 17567: 17564: 17563: 17556: 17544:arithmetic mean 17506: 17502: 17498: 17482: 17480: 17452: 17438: 17434: 17406: 17402: 17398: 17391: 17386: 17384: 17381: 17380: 17373:distributions. 17356: 17283: 17279: 17272: 17268: 17260: 17257: 17256: 17247: 17244: 17227: 17217: 17213: 17209: 17181: 17166: 17162: 17158: 17140: 17136: 17130: 17126: 17116: 17114: 17108: 17097: 17089: 17085: 17084: 17074: 17069: 17063: 17052: 17046: 17043: 17042: 17033: 17009: 16994: 16990: 16986: 16968: 16964: 16954: 16952: 16946: 16935: 16927: 16923: 16922: 16912: 16907: 16901: 16890: 16863: 16860: 16859: 16849:Mercator series 16844: 16821: 16816: 16806: 16775: 16770: 16760: 16755: 16745: 16732: 16727: 16712: 16709: 16708: 16700: 16694: 16687: 16677: 16672: 16666: 16659: 16649: 16645: 16640: 16614: 16610: 16595: 16591: 16582: 16578: 16569: 16565: 16555: 16548: 16544: 16534: 16532: 16515: 16512: 16511: 16498: 16484:Bell polynomial 16454: 16450: 16441: 16430: 16424: 16421: 16420: 16412: 16407: 16382: 16378: 16377: 16367: 16363: 16359: 16358: 16340: 16336: 16328: 16324: 16323: 16319: 16318: 16303: 16299: 16298: 16294: 16284: 16282: 16276: 16265: 16257: 16256: 16244: 16240: 16222: 16218: 16206: 16202: 16199: 16198: 16186: 16182: 16167: 16163: 16154: 16150: 16146: 16125: 16122: 16121: 16061: 16057: 16053: 16029: 16025: 16019: 16008: 15994: 15976: 15972: 15948: 15944: 15942: 15939: 15938: 15928: 15917: 15913: 15884: 15883: 15865: 15861: 15857: 15817: 15813: 15809: 15791: 15776: 15772: 15768: 15761: 15757: 15756: 15744: 15723: 15719: 15718: 15708: 15704: 15700: 15682: 15661: 15657: 15656: 15655: 15651: 15641: 15634: 15619: 15618: 15600: 15596: 15592: 15570: 15566: 15562: 15526: 15505: 15501: 15500: 15499: 15495: 15485: 15478: 15463: 15462: 15444: 15440: 15436: 15421: 15400: 15396: 15395: 15394: 15390: 15380: 15373: 15357: 15355: 15352: 15351: 15341: 15334: 15327: 15266: 15263: 15262: 15255: 15218: 15215: 15214: 15207: 15203: 15195: 15191: 15187: 15183: 15179: 15171: 15098: 15095: 15094: 15087: 15017: 15014: 15013: 15006: 15002: 14991: 14970: 14967: 14966: 14950: 14947: 14946: 14930: 14927: 14926: 14905: 14904: 14892: 14888: 14886: 14881: 14869: 14865: 14863: 14851: 14847: 14844: 14843: 14838: 14833: 14828: 14822: 14821: 14809: 14805: 14803: 14798: 14786: 14782: 14780: 14768: 14764: 14761: 14760: 14748: 14744: 14742: 14737: 14725: 14721: 14719: 14707: 14703: 14696: 14695: 14686: 14682: 14680: 14677: 14676: 14626: 14622: 14620: 14617: 14616: 14597: 14594: 14593: 14573: 14570: 14569: 14549: 14546: 14545: 14529: 14526: 14525: 14505: 14502: 14501: 14442: 14438: 14436: 14433: 14432: 14410: 14407: 14406: 14390: 14387: 14386: 14370: 14367: 14366: 14350: 14347: 14346: 14330: 14327: 14326: 14310: 14307: 14306: 14276: 14272: 14263: 14259: 14253: 14249: 14240: 14236: 14230: 14219: 14198: 14195: 14194: 14183: 14179: 14175: 14155: 14151: 14136: 14132: 14123: 14119: 14117: 14114: 14113: 14091: 14088: 14087: 14061: 14058: 14057: 14041: 14038: 14037: 14026: 14021: 13991: 13968: 13965: 13964: 13939: 13931: 13929: 13926: 13925: 13902: 13898: 13889: 13885: 13874: 13862: 13858: 13837: 13833: 13822: 13802: 13799: 13798: 13779: 13768: 13765: 13764: 13739: 13736: 13735: 13710: 13702: 13700: 13697: 13696: 13680: 13677: 13676: 13660: 13657: 13656: 13638: 13637: 13632: 13626: 13625: 13617: 13607: 13606: 13593: 13592: 13587: 13581: 13580: 13575: 13565: 13564: 13553: 13539: 13536: 13535: 13513: 13510: 13509: 13506: 13471: 13454: 13440: 13438: 13435: 13434: 13408: 13404: 13398: 13394: 13385: 13381: 13375: 13371: 13362: 13358: 13352: 13348: 13339: 13335: 13329: 13325: 13310: 13306: 13297: 13293: 13281: 13277: 13268: 13264: 13259: 13256: 13255: 13229: 13225: 13219: 13215: 13206: 13202: 13196: 13192: 13183: 13179: 13173: 13169: 13160: 13156: 13150: 13146: 13114: 13111: 13110: 13091: 13088: 13087: 13062: 13059: 13058: 13057:are seen to be 13042: 13039: 13038: 13015: 13011: 13005: 13001: 12992: 12988: 12982: 12978: 12969: 12965: 12959: 12955: 12946: 12942: 12936: 12932: 12923: 12919: 12913: 12909: 12900: 12896: 12890: 12886: 12877: 12873: 12867: 12863: 12854: 12850: 12844: 12840: 12838: 12835: 12834: 12805: 12801: 12792: 12788: 12776: 12772: 12763: 12759: 12744: 12740: 12731: 12727: 12715: 12711: 12702: 12698: 12693: 12690: 12689: 12666: 12662: 12650: 12646: 12644: 12641: 12640: 12602: 12585: 12571: 12518: 12515: 12514: 12489: 12486: 12485: 12482: 12469: 12448: 12434: 12432: 12422: 12408: 12406: 12396: 12376: 12374: 12372: 12369: 12368: 12346: 12343: 12342: 12338: 12334: 12312: 12309: 12308: 12296: 12275: 12225: 12222: 12221: 12205: 12122: 12119: 12118: 12117:of equal size, 12102: 12099: 12098: 12082: 12079: 12078: 12062: 12059: 12058: 12022: 12019: 12018: 12015: 12010: 11989: 11986: 11985: 11966: 11963: 11962: 11946: 11943: 11942: 11926: 11923: 11922: 11847: 11843: 11833: 11829: 11788: 11785: 11784: 11749: 11745: 11732: 11731: 11727: 11726: 11722: 11681: 11678: 11677: 11662: 11608: 11607: 11603: 11602: 11598: 11593: 11590: 11589: 11578:and row vector 11557: 11547: 11545: 11536: 11491: 11490: 11486: 11485: 11481: 11454: 11453: 11449: 11448: 11444: 11439: 11436: 11435: 11414: 11400: 11390: 11325: 11324: 11319: 11313: 11312: 11307: 11297: 11296: 11291: 11288: 11287: 11268: 11265: 11264: 11248: 11245: 11244: 11222: 11219: 11218: 11196: 11193: 11192: 11167: 11164: 11163: 11112: 11111: 11106: 11100: 11099: 11094: 11084: 11083: 11078: 11075: 11074: 11043: 11040: 11039: 11020: 11017: 11016: 11000: 10997: 10996: 10968: 10967: 10949: 10945: 10909: 10908: 10901: 10900: 10894: 10890: 10888: 10882: 10881: 10872: 10868: 10863: 10851: 10847: 10831: 10830: 10806: 10805: 10794: 10790: 10764: 10760: 10749: 10736: 10735: 10726: 10722: 10720: 10708: 10704: 10698: 10697: 10692: 10686: 10682: 10675: 10674: 10670: 10668: 10660: 10659: 10654: 10648: 10647: 10642: 10632: 10631: 10609: 10602: 10601: 10596: 10590: 10589: 10584: 10574: 10573: 10566: 10564: 10561: 10560: 10541: 10538: 10537: 10512: 10509: 10508: 10492: 10489: 10488: 10462: 10458: 10432: 10429: 10428: 10411: 10410: 10392: 10388: 10352: 10351: 10344: 10343: 10331: 10327: 10316: 10307: 10303: 10297: 10296: 10291: 10285: 10281: 10274: 10273: 10249: 10248: 10237: 10233: 10207: 10203: 10192: 10179: 10178: 10172: 10168: 10166: 10160: 10159: 10147: 10143: 10138: 10129: 10125: 10118: 10117: 10113: 10111: 10103: 10102: 10097: 10091: 10090: 10085: 10075: 10074: 10052: 10045: 10044: 10039: 10033: 10032: 10027: 10017: 10016: 10009: 10007: 10004: 10003: 9980: 9977: 9976: 9952: 9951: 9946: 9940: 9939: 9934: 9924: 9923: 9883: 9882: 9877: 9871: 9870: 9865: 9855: 9854: 9849: 9846: 9845: 9816: 9813: 9812: 9790: 9787: 9786: 9764: 9761: 9760: 9738: 9735: 9734: 9700: 9697: 9696: 9670: 9667: 9666: 9663: 9625: 9620: 9608: 9604: 9602: 9599: 9598: 9520: 9517: 9516: 9487: 9483: 9471: 9467: 9443: 9439: 9419: 9416: 9415: 9384: 9381: 9380: 9378:adjugate matrix 9374: 9372:Adjugate matrix 9328: 9315: 9314: 9312: 9310: 9307: 9306: 9265: 9261: 9252: 9248: 9247: 9243: 9219: 9205: 9204: 9192: 9187: 9181: 9176: 9164: 9159: 9153: 9141: 9136: 9130: 9118: 9113: 9106: 9105: 9100: 9095: 9090: 9085: 9079: 9078: 9072: 9067: 9061: 9056: 9050: 9045: 9039: 9033: 9028: 9022: 9016: 9011: 9004: 9003: 8997: 8993: 8991: 8986: 8980: 8976: 8974: 8968: 8964: 8962: 8956: 8952: 8949: 8948: 8943: 8938: 8933: 8928: 8918: 8917: 8915: 8912: 8911: 8878: 8874: 8862: 8858: 8846: 8842: 8827: 8816: 8795: 8792: 8791: 8770: 8767: 8766: 8742: 8739: 8738: 8717: 8716: 8711: 8705: 8704: 8699: 8689: 8688: 8675: 8674: 8669: 8663: 8662: 8657: 8647: 8646: 8633: 8632: 8627: 8621: 8620: 8615: 8605: 8604: 8591: 8590: 8585: 8580: 8574: 8573: 8568: 8563: 8557: 8556: 8551: 8546: 8536: 8535: 8533: 8530: 8529: 8504: 8501: 8500: 8494: 8463: 8459: 8447: 8443: 8431: 8427: 8412: 8401: 8380: 8377: 8376: 8357: 8354: 8353: 8326: 8322: 8310: 8306: 8295: 8292: 8291: 8275: 8272: 8271: 8255: 8252: 8251: 8235: 8232: 8231: 8185: 8182: 8181: 8158: 8154: 8152: 8149: 8148: 8125: 8122: 8121: 8115: 8078: 8074: 8072: 8069: 8068: 8039: 8035: 8030: 8012: 8008: 8006: 8003: 8002: 7998:, and that the 7970: 7966: 7964: 7961: 7960: 7957:normal subgroup 7927: 7923: 7921: 7918: 7917: 7884: 7880: 7878: 7875: 7874: 7858: 7855: 7854: 7837: 7833: 7831: 7828: 7827: 7798: 7794: 7792: 7789: 7788: 7732: 7728: 7707: 7703: 7701: 7698: 7697: 7661: 7657: 7655: 7652: 7651: 7632: 7629: 7628: 7612: 7609: 7608: 7584: 7580: 7546: 7541: 7525: 7521: 7517: 7512: 7509: 7508: 7480: 7477: 7476: 7457: 7454: 7453: 7434: 7431: 7430: 7414: 7411: 7410: 7394: 7391: 7390: 7332: 7329: 7328: 7305: 7302: 7301: 7285: 7282: 7281: 7274: 7251: 7210: 7209: 7205: 7201: 7196: 7193: 7192: 7169: 7166: 7165: 7158: 7096: 7088: 7077: 7069: 7067: 7064: 7063: 7041: 7033: 7025: 7017: 7015: 7012: 7011: 6992: 6984: 6973: 6965: 6963: 6960: 6959: 6940: 6932: 6924: 6916: 6914: 6911: 6910: 6892: 6884: 6876: 6868: 6866: 6863: 6862: 6833: 6828: 6825: 6824: 6782: 6781: 6773: 6768: 6762: 6761: 6756: 6751: 6745: 6744: 6739: 6731: 6721: 6720: 6712: 6709: 6708: 6687: 6686: 6678: 6673: 6667: 6666: 6661: 6656: 6650: 6649: 6644: 6636: 6626: 6625: 6617: 6614: 6613: 6592: 6591: 6583: 6578: 6572: 6571: 6566: 6561: 6555: 6554: 6549: 6544: 6531: 6530: 6522: 6519: 6518: 6498: 6497: 6489: 6484: 6478: 6477: 6472: 6467: 6461: 6460: 6455: 6447: 6434: 6433: 6425: 6422: 6421: 6399: 6396: 6395: 6370: 6369: 6361: 6356: 6347: 6346: 6341: 6336: 6330: 6329: 6324: 6316: 6303: 6302: 6294: 6291: 6290: 6271: 6268: 6267: 6259: 6237: 6234: 6233: 6230:diagonal matrix 6206: 6202: 6196: 6185: 6169: 6165: 6156: 6152: 6146: 6142: 6125: 6122: 6121: 6099: 6096: 6095: 6073: 6070: 6069: 6043: 6039: 6037: 6034: 6033: 6013: 6010: 6009: 5964: 5958: 5954: 5939: 5935: 5926: 5922: 5913: 5909: 5900: 5896: 5891: 5883: 5877: 5873: 5858: 5854: 5845: 5841: 5832: 5828: 5819: 5815: 5810: 5799: 5793: 5789: 5777: 5773: 5764: 5760: 5751: 5747: 5738: 5734: 5729: 5727: 5724: 5723: 5704: 5698: 5694: 5679: 5675: 5660: 5656: 5641: 5637: 5632: 5621: 5615: 5611: 5596: 5592: 5580: 5576: 5561: 5557: 5552: 5550: 5547: 5546: 5527: 5524: 5523: 5501: 5498: 5497: 5468: 5464: 5444: 5441: 5440: 5429: 5390: 5387: 5386: 5358: 5352: 5348: 5309: 5305: 5300: 5298: 5295: 5294: 5266: 5265: 5260: 5254: 5250: 5223: 5219: 5214: 5206: 5200: 5196: 5172: 5168: 5163: 5148: 5147: 5142: 5136: 5132: 5111: 5107: 5074: 5070: 5055: 5051: 5045: 5044: 5037: 5032: 5024: 5020: 5018: 5015: 5014: 4958: 4954: 4952: 4949: 4948: 4929: 4926: 4925: 4907:identity matrix 4890: 4887: 4886: 4858: 4853: 4850: 4849: 4819: 4815: 4813: 4810: 4809: 4783: 4782: 4776: 4772: 4757: 4753: 4747: 4746: 4738: 4735: 4734: 4715: 4712: 4711: 4685: 4682: 4681: 4678: 4673: 4632: 4629: 4628: 4624: 4599: 4595: 4588: 4584: 4572: 4568: 4561: 4557: 4549: 4545: 4536: 4532: 4531: 4527: 4519: 4515: 4500: 4496: 4487: 4483: 4482: 4461: 4458: 4457: 4446: 4412: 4409: 4408: 4407:of integers in 4400: 4381: 4377: 4362: 4358: 4357: 4353: 4351: 4348: 4347: 4303: 4299: 4293: 4282: 4262: 4258: 4250: 4246: 4239: 4218: 4215: 4214: 4169: 4165: 4141: 4137: 4114: 4110: 4103: 4089: 4088: 4076: 4072: 4057: 4053: 4050: 4049: 4039: 4038: 4026: 4022: 4007: 4003: 3996: 3995: 3978: 3975: 3974: 3943: 3942: 3930: 3926: 3911: 3907: 3904: 3903: 3893: 3892: 3880: 3876: 3861: 3857: 3850: 3849: 3841: 3838: 3837: 3833:Given a matrix 3813: 3810: 3809: 3787: 3784: 3783: 3767: 3764: 3763: 3735: 3732: 3731: 3714: 3710: 3708: 3705: 3704: 3701:symmetric group 3639: 3636: 3635: 3619: 3616: 3615: 3572: 3569: 3568: 3538: 3535: 3534: 3531: 3515: 3365: 3364: 3359: 3354: 3348: 3347: 3342: 3337: 3331: 3330: 3325: 3320: 3310: 3309: 3307: 3304: 3303: 3296: 3293:Leibniz formula 3289: 3284: 3278: 3276:Leibniz formula 3270:Leibniz formula 3241: 3240: 3228: 3224: 3222: 3217: 3205: 3201: 3199: 3187: 3183: 3180: 3179: 3174: 3169: 3164: 3158: 3157: 3145: 3141: 3139: 3134: 3122: 3118: 3116: 3104: 3100: 3097: 3096: 3084: 3080: 3078: 3073: 3061: 3057: 3055: 3043: 3039: 3032: 3031: 3029: 3026: 3025: 2984: 2980: 2978: 2975: 2974: 2950: 2949: 2937: 2933: 2931: 2926: 2914: 2910: 2908: 2896: 2892: 2889: 2888: 2883: 2878: 2873: 2867: 2866: 2854: 2850: 2848: 2843: 2831: 2827: 2825: 2813: 2809: 2806: 2805: 2793: 2789: 2787: 2782: 2770: 2766: 2764: 2752: 2748: 2741: 2740: 2732: 2729: 2728: 2706: 2629: 2609: 2606: 2605: 2556: 2552: 2537: 2532: 2531: 2525: 2521: 2506: 2501: 2500: 2494: 2490: 2489: 2485: 2477: 2474: 2473: 2453: 2448: 2447: 2432: 2427: 2426: 2417: 2412: 2411: 2409: 2406: 2405: 2374: 2371: 2370: 2347: 2342: 2341: 2331: 2330: 2324: 2323: 2317: 2316: 2310: 2309: 2299: 2298: 2278: 2273: 2272: 2262: 2261: 2255: 2254: 2248: 2247: 2241: 2240: 2230: 2229: 2216: 2211: 2210: 2200: 2199: 2193: 2192: 2186: 2185: 2179: 2178: 2168: 2167: 2162: 2159: 2158: 2137: 2136: 2130: 2125: 2124: 2122: 2117: 2111: 2106: 2105: 2103: 2097: 2092: 2091: 2087: 2083: 2075: 2072: 2071: 2054: 2041: 2017: 2005: 1993: 1989: 1914: 1913: 1907: 1906: 1896: 1895: 1885: 1884: 1878: 1877: 1864: 1863: 1852: 1838: 1834: 1823: 1818: 1817: 1813: 1797: 1792: 1787: 1781: 1776: 1771: 1763: 1761: 1758: 1757: 1744: 1743:to be equal to 1725: 1710: 1683: 1668: 1653: 1643: 1637:identity matrix 1621: 1617: 1607: 1592: 1572: 1560: 1556: 1544: 1540: 1528: 1517: 1491: 1490: 1485: 1479: 1478: 1473: 1463: 1462: 1395: 1394: 1389: 1377: 1376: 1371: 1355: 1354: 1352: 1349: 1348: 1329: 1326: 1325: 1301: 1300: 1292: 1290: 1284: 1283: 1275: 1273: 1263: 1262: 1252: 1251: 1246: 1240: 1239: 1234: 1224: 1223: 1206: 1183: 1161: 1160: 1152: 1144: 1138: 1137: 1129: 1121: 1111: 1110: 1108: 1105: 1104: 1056: 1055: 1050: 1044: 1043: 1038: 1028: 1027: 1025: 1022: 1021: 1000: 999: 994: 988: 987: 982: 972: 971: 969: 966: 965: 963:identity matrix 940: 937: 936: 933: 856: 855: 847: 845: 839: 838: 833: 823: 822: 812: 811: 803: 797: 796: 791: 781: 780: 775: 772: 771: 726: 725: 720: 714: 713: 708: 698: 697: 687: 686: 681: 675: 674: 669: 659: 658: 653: 650: 649: 642: 624: 623: 618: 612: 611: 606: 596: 595: 593: 590: 589: 585: 582: 553: 537: 529: 461: 454: 451:identity matrix 436: 413: 390: 387: 386: 383:Leibniz formula 372: 276: 275: 270: 265: 259: 258: 253: 248: 242: 241: 236: 231: 221: 220: 218: 215: 214: 207: 165: 164: 159: 153: 152: 147: 137: 136: 134: 131: 130: 123: 85: 83: 76: 68: 62: 39: 28: 23: 22: 15: 12: 11: 5: 28140: 28130: 28129: 28124: 28122:Linear algebra 28119: 28114: 28097: 28096: 28094: 28093: 28082: 28079: 28078: 28076: 28075: 28070: 28065: 28060: 28055: 28053:Floating-point 28049: 28047: 28041: 28040: 28038: 28037: 28035:Tensor product 28032: 28027: 28022: 28020:Function space 28017: 28012: 28006: 28004: 27997: 27996: 27994: 27993: 27988: 27983: 27978: 27973: 27968: 27963: 27958: 27956:Triple product 27953: 27948: 27942: 27940: 27934: 27933: 27931: 27930: 27925: 27920: 27915: 27910: 27905: 27900: 27894: 27892: 27886: 27885: 27883: 27882: 27877: 27872: 27870:Transformation 27867: 27862: 27860:Multiplication 27857: 27852: 27847: 27842: 27836: 27834: 27828: 27827: 27820: 27818: 27816: 27815: 27810: 27805: 27800: 27795: 27790: 27785: 27780: 27775: 27770: 27765: 27760: 27755: 27750: 27745: 27740: 27735: 27730: 27725: 27719: 27717: 27716:Basic concepts 27713: 27712: 27710: 27709: 27704: 27698: 27695: 27694: 27691:Linear algebra 27687: 27686: 27679: 27672: 27664: 27658: 27657: 27652: 27647: 27641: 27628: 27623: 27601: 27582: 27562: 27561:External links 27559: 27558: 27557: 27527: 27492: 27487: 27470: 27457: 27444: 27428: 27415: 27404: 27391: 27378: 27373: 27346: 27343: 27342: 27341: 27336: 27323: 27296: 27266: 27257: 27251: 27238: 27233: 27225:Linear Algebra 27220: 27215: 27202: 27196: 27172: 27159:G. Baley Price 27156: 27151: 27138: 27126: 27116: 27101: 27096: 27074: 27069: 27056: 27051: 27038: 27033: 27019:Yan, Catherine 27014: 27001: 26987:, Birkhäuser, 26980: 26975: 26962: 26925: 26890:(9): 761–778, 26879: 26845: 26832: 26819: 26780: 26775: 26762: 26716: 26673: 26667: 26647: 26630: 26627: 26625: 26624: 26591: 26576: 26555: 26522: 26511: 26499: 26488: 26467: 26455: 26442: 26435: 26415: 26398: 26395: 26392: 26389: 26384: 26378: 26375: 26373: 26370: 26369: 26366: 26363: 26361: 26358: 26357: 26355: 26350: 26347: 26344: 26339: 26333: 26330: 26328: 26325: 26324: 26321: 26318: 26316: 26313: 26312: 26310: 26305: 26302: 26297: 26291: 26288: 26286: 26283: 26282: 26279: 26276: 26274: 26271: 26270: 26268: 26263: 26260: 26258: 26256: 26251: 26245: 26242: 26240: 26237: 26236: 26233: 26230: 26228: 26225: 26224: 26222: 26217: 26214: 26209: 26203: 26200: 26198: 26195: 26194: 26191: 26188: 26186: 26183: 26182: 26180: 26175: 26172: 26169: 26166: 26164: 26162: 26159: 26156: 26155: 26130: 26127:Garibaldi 2004 26119: 26103: 26091: 26073: 26061: 26049: 26034: 26022: 26010: 25998: 25987: 25975: 25963: 25951: 25939: 25927: 25913: 25901: 25881: 25877:Bourbaki (1994 25869: 25857: 25830: 25818: 25804: 25789: 25777: 25765: 25721: 25709: 25693: 25679: 25668: 25635: 25614: 25602: 25557: 25510: 25498: 25486: 25474: 25457: 25445: 25441:Linear Algebra 25429: 25417: 25394: 25369: 25355:Episode 4 25344: 25331: 25329: 25326: 25324: 25323: 25318: 25313: 25308: 25303: 25297: 25296: 25295: 25279: 25276: 25213: 25189: 25184: 25180: 25176: 25173: 25170: 25155:bit complexity 25138: 25133: 25129: 25125: 25122: 25119: 25091: 25086: 25082: 25078: 25075: 25072: 25052: 25049: 25046: 25043: 25040: 25037: 25034: 25014: 25011: 25008: 24986: 24982: 24978: 24975: 24972: 24969: 24966: 24946: 24943: 24940: 24937: 24917: 24897: 24892: 24888: 24884: 24881: 24878: 24866: 24863: 24862: 24861: 24850: 24847: 24844: 24841: 24838: 24835: 24832: 24829: 24826: 24823: 24820: 24817: 24814: 24811: 24808: 24805: 24782: 24762: 24759: 24739: 24736: 24716: 24696: 24676: 24656: 24636: 24616: 24596: 24576: 24562: 24561: 24550: 24547: 24544: 24541: 24538: 24535: 24512: 24489: 24486: 24483: 24480: 24477: 24474: 24454: 24449: 24445: 24441: 24438: 24435: 24399: 24396: 24393: 24390: 24378: 24375: 24348: 24345: 24332: 24329: 24306: 24303: 24300: 24277: 24257: 24254: 24231: 24228: 24224:Manin matrices 24205: 24200: 24135: 24132: 24111: 24108: 24100: 24099: 24088: 24085: 24082: 24079: 24076: 24073: 24070: 24067: 24064: 24061: 24058: 24055: 24052: 24049: 24046: 24043: 24040: 24037: 24034: 24031: 24028: 24025: 24022: 23991: 23988: 23959: 23956: 23953: 23950: 23945: 23941: 23937: 23933: 23918: 23917: 23903: 23899: 23895: 23890: 23886: 23882: 23877: 23873: 23869: 23864: 23860: 23856: 23853: 23850: 23847: 23844: 23841: 23838: 23835: 23832: 23829: 23826: 23823: 23820: 23817: 23790: 23787: 23784: 23781: 23776: 23773: 23770: 23766: 23762: 23759: 23749:matrix algebra 23744: 23743: 23732: 23729: 23726: 23723: 23720: 23717: 23694: 23670: 23655: 23652: 23637: 23633: 23601: 23598: 23595: 23592: 23589: 23573: 23570: 23557: 23554: 23551: 23531: 23526: 23522: 23506:vector bundles 23493: 23473: 23468: 23464: 23441: 23437: 23416: 23405: 23404: 23393: 23388: 23384: 23380: 23377: 23374: 23369: 23365: 23361: 23358: 23355: 23352: 23349: 23346: 23342: 23336: 23332: 23328: 23325: 23322: 23317: 23313: 23308: 23303: 23299: 23294: 23290: 23285: 23261: 23258: 23253: 23249: 23228: 23200: 23180: 23175: 23171: 23150: 23145: 23141: 23129: 23128: 23113: 23108: 23104: 23100: 23097: 23094: 23091: 23086: 23082: 23078: 23075: 23070: 23066: 23062: 23059: 23056: 23054: 23050: 23046: 23042: 23039: 23036: 23031: 23027: 23023: 23018: 23014: 23010: 23009: 23006: 23001: 22997: 22993: 22990: 22988: 22986: 22981: 22977: 22973: 22970: 22965: 22961: 22957: 22956: 22933: 22913: 22893: 22888: 22884: 22873:exterior power 22860: 22840: 22820: 22793: 22773: 22753: 22750: 22747: 22744: 22741: 22723: 22720: 22719: 22718: 22707: 22702: 22697: 22692: 22687: 22683: 22679: 22676: 22643: 22639: 22635: 22632: 22610: 22606: 22573: 22553: 22535: 22534: 22523: 22520: 22517: 22512: 22509: 22506: 22502: 22498: 22495: 22492: 22489: 22486: 22483: 22480: 22477: 22474: 22469: 22466: 22463: 22459: 22455: 22452: 22449: 22446: 22443: 22420: 22400: 22380: 22377: 22374: 22371: 22366: 22362: 22358: 22355: 22352: 22349: 22346: 22341: 22337: 22333: 22330: 22327: 22324: 22321: 22316: 22312: 22291: 22288: 22285: 22282: 22279: 22241: 22217: 22197: 22194: 22191: 22176: 22175: 22164: 22159: 22155: 22151: 22148: 22145: 22142: 22139: 22134: 22130: 22095: 22091: 22088: 22068: 22044: 22024: 22021: 22018: 22015: 22010: 22007: 22004: 22000: 21996: 21993: 21970: 21967: 21964: 21961: 21958: 21955: 21930: 21909: 21894: 21891: 21864: 21863: 21852: 21849: 21846: 21843: 21840: 21819: 21818: 21807: 21804: 21801: 21798: 21795: 21792: 21789: 21786: 21783: 21780: 21775: 21772: 21768: 21764: 21761: 21758: 21755: 21752: 21749: 21746: 21743: 21740: 21737: 21734: 21731: 21728: 21725: 21722: 21719: 21714: 21711: 21707: 21703: 21700: 21697: 21694: 21691: 21688: 21685: 21682: 21638: 21635: 21633: 21630: 21615: 21614: 21603: 21599: 21595: 21590: 21586: 21582: 21578: 21575: 21572: 21569: 21566: 21563: 21560: 21556: 21552: 21549: 21545: 21541: 21538: 21535: 21532: 21527: 21523: 21519: 21515: 21511: 21507: 21503: 21499: 21496: 21491: 21488: 21485: 21482: 21478: 21414: 21413: 21402: 21397: 21394: 21391: 21388: 21385: 21382: 21379: 21374: 21366: 21362: 21358: 21351: 21347: 21343: 21337: 21332: 21329: 21326: 21323: 21320: 21293: 21292: 21281: 21276: 21271: 21266: 21261: 21256: 21251: 21248: 21224:For a general 21206: 21201: 21196: 21191: 21186: 21181: 21178: 21146: 21142: 21139: 21136: 21133: 21130: 21127: 21124: 21121: 21118: 21115: 21112: 21109: 21106: 21103: 21099: 21095: 21090: 21087: 21065: 21062: 21059: 21056: 21053: 21050: 21047: 21025: 21024: 21013: 21010: 21007: 21004: 21001: 20998: 20992: 20988: 20977: 20972: 20968: 20963: 20960: 20957: 20954: 20951: 20948: 20945: 20942: 20939: 20916: 20913: 20910: 20907: 20883: 20863: 20843: 20840: 20837: 20815: 20810: 20805: 20800: 20795: 20790: 20787: 20767: 20746: 20742: 20739: 20736: 20733: 20729: 20708: 20705: 20702: 20699: 20670: 20665: 20660: 20657: 20637: 20615: 20610: 20605: 20600: 20595: 20590: 20587: 20576:parallelepiped 20572:absolute value 20567: 20564: 20519:represents an 20505:standard basis 20473:Main article: 20470: 20467: 20461:have a common 20434: 20431: 20428: 20408: 20397: 20396: 20385: 20380: 20374: 20371: 20368: 20363: 20360: 20357: 20354: 20351: 20346: 20342: 20338: 20336: 20333: 20331: 20328: 20325: 20320: 20317: 20314: 20311: 20308: 20303: 20299: 20295: 20293: 20290: 20287: 20282: 20279: 20276: 20273: 20270: 20265: 20261: 20257: 20256: 20253: 20250: 20248: 20245: 20243: 20240: 20238: 20235: 20234: 20231: 20228: 20225: 20221: 20217: 20213: 20209: 20207: 20204: 20202: 20199: 20196: 20192: 20188: 20184: 20180: 20178: 20175: 20172: 20168: 20164: 20160: 20156: 20155: 20152: 20149: 20146: 20141: 20137: 20133: 20131: 20128: 20126: 20123: 20120: 20115: 20111: 20107: 20105: 20102: 20099: 20094: 20090: 20086: 20085: 20083: 20078: 20075: 20072: 20069: 20066: 20061: 20057: 20053: 20050: 20047: 20042: 20038: 20034: 20031: 20013:differentiable 20000: 19997: 19994: 19974: 19971: 19968: 19963: 19959: 19955: 19952: 19949: 19946: 19943: 19940: 19935: 19931: 19906: 19903: 19900: 19871: 19867: 19844: 19839: 19834: 19829: 19825: 19821: 19816: 19812: 19791: 19771: 19768: 19752: 19749: 19724: 19719: 19715: 19711: 19708: 19705: 19694: 19693: 19682: 19677: 19673: 19668: 19665: 19662: 19659: 19656: 19653: 19649: 19646: 19643: 19640: 19637: 19634: 19631: 19628: 19625: 19622: 19619: 19615: 19586: 19582: 19570: 19569: 19558: 19555: 19552: 19549: 19544: 19540: 19536: 19531: 19523: 19519: 19515: 19513: 19510: 19506: 19503: 19500: 19496: 19492: 19488: 19484: 19480: 19476: 19473: 19470: 19466: 19462: 19460: 19457: 19453: 19449: 19445: 19444: 19442: 19437: 19432: 19428: 19422: 19417: 19414: 19411: 19407: 19403: 19398: 19390: 19386: 19382: 19380: 19377: 19375: 19372: 19370: 19367: 19363: 19359: 19355: 19354: 19352: 19347: 19344: 19341: 19336: 19332: 19328: 19325: 19302: 19282: 19273:-th column of 19262: 19240: 19236: 19224: 19223: 19212: 19209: 19206: 19203: 19200: 19197: 19194: 19191: 19188: 19185: 19182: 19175: 19172: 19169: 19166: 19161: 19156: 19152: 19148: 19145: 19139: 19134: 19130: 19102: 19099: 19096: 19093: 19073: 19053: 19050: 19047: 19044: 19028: 19025: 19023: 19020: 18998:(so called by 18854:Laplace (1772) 18806: 18803: 18802: 18801: 18786: 18782: 18778: 18774: 18770: 18767: 18765: 18763: 18760: 18757: 18754: 18748: 18743: 18739: 18738: 18734: 18730: 18726: 18722: 18719: 18717: 18715: 18712: 18709: 18706: 18700: 18695: 18691: 18690: 18686: 18682: 18678: 18674: 18671: 18669: 18667: 18664: 18661: 18658: 18652: 18647: 18643: 18642: 18615: 18612: 18609: 18606: 18603: 18581: 18575: 18572: 18570: 18567: 18565: 18562: 18561: 18559: 18554: 18551: 18531: 18528: 18525: 18500: 18494: 18491: 18465: 18462: 18459: 18456: 18434: 18430: 18410: 18409: 18398: 18394: 18389: 18385: 18381: 18377: 18374: 18371: 18368: 18365: 18362: 18359: 18356: 18353: 18350: 18347: 18344: 18341: 18338: 18335: 18332: 18329: 18326: 18303: 18300: 18297: 18286:big O notation 18282: 18281: 18268: 18263: 18259: 18255: 18251: 18248: 18245: 18241: 18237: 18232: 18229: 18225: 18220: 18216: 18213: 18210: 18207: 18204: 18201: 18198: 18194: 18189: 18185: 18181: 18177: 18174: 18171: 18168: 18165: 18162: 18159: 18156: 18153: 18150: 18147: 18144: 18141: 18138: 18135: 18132: 18129: 18126: 18123: 18120: 18117: 18114: 18111: 18108: 18105: 18102: 18088: 18087: 18076: 18071: 18068: 18063: 18058: 18055: 18051: 18047: 18042: 18039: 18036: 18033: 18030: 18025: 18022: 18018: 18014: 18011: 18008: 18005: 18002: 17994: 17991: 17987: 17983: 17978: 17975: 17972: 17969: 17966: 17940: 17929: 17928: 17917: 17913: 17906: 17903: 17898: 17895: 17887: 17884: 17880: 17875: 17871: 17868: 17865: 17862: 17859: 17856: 17853: 17847: 17844: 17839: 17836: 17833: 17830: 17827: 17801: 17781: 17757: 17754: 17751: 17748: 17745: 17734: 17733: 17722: 17718: 17711: 17708: 17703: 17700: 17694: 17691: 17688: 17685: 17682: 17678: 17674: 17671: 17668: 17662: 17659: 17654: 17651: 17648: 17645: 17642: 17621:differentiable 17607: 17584: 17581: 17578: 17573: 17562:function from 17555: 17552: 17540:geometric mean 17532: 17531: 17520: 17514: 17509: 17505: 17501: 17497: 17494: 17489: 17486: 17479: 17476: 17473: 17470: 17467: 17464: 17459: 17456: 17451: 17445: 17442: 17437: 17433: 17430: 17427: 17424: 17417: 17412: 17409: 17405: 17401: 17397: 17394: 17390: 17353: 17352: 17341: 17338: 17335: 17332: 17329: 17326: 17323: 17320: 17317: 17314: 17311: 17308: 17305: 17302: 17299: 17295: 17289: 17286: 17282: 17278: 17275: 17271: 17267: 17264: 17243: 17240: 17202: 17201: 17190: 17184: 17179: 17174: 17169: 17165: 17161: 17157: 17154: 17149: 17143: 17139: 17133: 17129: 17125: 17122: 17119: 17111: 17106: 17103: 17100: 17096: 17092: 17088: 17080: 17077: 17073: 17066: 17061: 17058: 17055: 17051: 17030: 17029: 17018: 17012: 17007: 17002: 16997: 16993: 16989: 16985: 16982: 16977: 16971: 16967: 16963: 16960: 16957: 16949: 16944: 16941: 16938: 16934: 16930: 16926: 16918: 16915: 16911: 16904: 16899: 16896: 16893: 16889: 16885: 16882: 16879: 16876: 16873: 16870: 16867: 16841: 16840: 16829: 16824: 16819: 16815: 16809: 16805: 16801: 16798: 16795: 16792: 16789: 16786: 16783: 16778: 16773: 16769: 16763: 16758: 16754: 16748: 16744: 16740: 16735: 16730: 16726: 16722: 16719: 16716: 16698: 16692: 16685: 16670: 16664: 16657: 16643: 16637: 16636: 16625: 16622: 16617: 16613: 16609: 16606: 16603: 16598: 16594: 16590: 16585: 16581: 16577: 16572: 16568: 16561: 16558: 16551: 16547: 16543: 16540: 16537: 16531: 16528: 16525: 16522: 16519: 16494: 16480: 16479: 16468: 16465: 16462: 16457: 16453: 16449: 16444: 16439: 16436: 16433: 16429: 16410: 16404: 16403: 16392: 16385: 16381: 16375: 16370: 16366: 16362: 16357: 16354: 16348: 16343: 16339: 16331: 16327: 16322: 16314: 16311: 16306: 16302: 16297: 16293: 16290: 16287: 16279: 16274: 16271: 16268: 16264: 16255: 16252: 16247: 16243: 16239: 16236: 16233: 16230: 16225: 16221: 16217: 16214: 16209: 16205: 16201: 16200: 16197: 16194: 16189: 16185: 16181: 16178: 16175: 16170: 16166: 16162: 16157: 16153: 16149: 16148: 16145: 16141: 16138: 16135: 16132: 16129: 16115: 16114: 16103: 16097: 16094: 16091: 16088: 16085: 16082: 16079: 16069: 16064: 16060: 16056: 16052: 16049: 16044: 16041: 16038: 16035: 16032: 16028: 16022: 16017: 16014: 16011: 16007: 16001: 15998: 15993: 15990: 15985: 15982: 15979: 15975: 15962: 15959: 15956: 15951: 15947: 15926: 15898: 15897: 15882: 15878: 15873: 15868: 15864: 15860: 15856: 15853: 15850: 15847: 15844: 15841: 15838: 15835: 15832: 15825: 15820: 15816: 15812: 15808: 15805: 15802: 15799: 15794: 15789: 15784: 15779: 15775: 15771: 15767: 15764: 15760: 15755: 15752: 15747: 15742: 15738: 15735: 15732: 15729: 15726: 15722: 15716: 15711: 15707: 15703: 15699: 15696: 15693: 15690: 15685: 15680: 15676: 15673: 15670: 15667: 15664: 15660: 15654: 15648: 15645: 15640: 15637: 15635: 15633: 15630: 15627: 15624: 15621: 15620: 15617: 15613: 15608: 15603: 15599: 15595: 15591: 15588: 15585: 15582: 15578: 15573: 15569: 15565: 15561: 15558: 15552: 15549: 15546: 15543: 15540: 15537: 15534: 15529: 15524: 15520: 15517: 15514: 15511: 15508: 15504: 15498: 15492: 15489: 15484: 15481: 15479: 15477: 15474: 15471: 15468: 15465: 15464: 15461: 15457: 15452: 15447: 15443: 15439: 15435: 15432: 15429: 15424: 15419: 15415: 15412: 15409: 15406: 15403: 15399: 15393: 15387: 15384: 15379: 15376: 15374: 15372: 15369: 15366: 15363: 15360: 15359: 15324: 15323: 15312: 15309: 15306: 15303: 15300: 15297: 15294: 15291: 15288: 15285: 15282: 15279: 15276: 15273: 15270: 15252: 15251: 15240: 15237: 15234: 15231: 15228: 15225: 15222: 15174:) denotes the 15168: 15167: 15156: 15153: 15150: 15147: 15144: 15141: 15138: 15135: 15132: 15129: 15126: 15123: 15120: 15117: 15114: 15111: 15108: 15105: 15102: 15084: 15083: 15072: 15069: 15066: 15063: 15060: 15057: 15054: 15051: 15048: 15045: 15042: 15039: 15036: 15033: 15030: 15027: 15024: 15021: 14990: 14987: 14974: 14954: 14934: 14923: 14922: 14909: 14901: 14898: 14895: 14891: 14887: 14885: 14882: 14878: 14875: 14872: 14868: 14864: 14860: 14857: 14854: 14850: 14846: 14845: 14842: 14839: 14837: 14834: 14832: 14829: 14827: 14824: 14823: 14818: 14815: 14812: 14808: 14804: 14802: 14799: 14795: 14792: 14789: 14785: 14781: 14777: 14774: 14771: 14767: 14763: 14762: 14757: 14754: 14751: 14747: 14743: 14741: 14738: 14734: 14731: 14728: 14724: 14720: 14716: 14713: 14710: 14706: 14702: 14701: 14699: 14694: 14689: 14685: 14658: 14657: 14646: 14643: 14640: 14637: 14634: 14629: 14625: 14601: 14577: 14568:of the matrix 14553: 14533: 14509: 14498: 14497: 14486: 14483: 14480: 14477: 14474: 14471: 14468: 14465: 14462: 14459: 14456: 14453: 14450: 14445: 14441: 14414: 14394: 14374: 14354: 14334: 14314: 14296: 14295: 14284: 14279: 14275: 14271: 14266: 14262: 14256: 14252: 14248: 14243: 14239: 14233: 14228: 14225: 14222: 14218: 14214: 14211: 14208: 14205: 14202: 14158: 14154: 14150: 14147: 14144: 14139: 14135: 14131: 14126: 14122: 14095: 14071: 14068: 14065: 14045: 14025: 14022: 14020: 14017: 14004: 14001: 13998: 13994: 13990: 13987: 13984: 13981: 13978: 13975: 13972: 13952: 13949: 13946: 13942: 13938: 13922: 13921: 13910: 13905: 13901: 13897: 13892: 13888: 13884: 13881: 13877: 13873: 13870: 13865: 13861: 13857: 13854: 13851: 13848: 13845: 13840: 13836: 13832: 13829: 13825: 13821: 13818: 13815: 13812: 13809: 13806: 13782: 13778: 13775: 13772: 13752: 13749: 13746: 13743: 13723: 13720: 13717: 13713: 13709: 13684: 13664: 13642: 13636: 13633: 13631: 13628: 13627: 13624: 13621: 13618: 13616: 13613: 13612: 13610: 13605: 13602: 13597: 13591: 13588: 13586: 13583: 13582: 13579: 13576: 13574: 13571: 13570: 13568: 13563: 13560: 13556: 13552: 13549: 13546: 13543: 13523: 13520: 13517: 13502: 13501: 13490: 13487: 13484: 13481: 13478: 13470: 13467: 13464: 13461: 13453: 13450: 13447: 13428: 13427: 13416: 13411: 13407: 13401: 13397: 13393: 13388: 13384: 13378: 13374: 13370: 13365: 13361: 13355: 13351: 13347: 13342: 13338: 13332: 13328: 13324: 13321: 13318: 13313: 13309: 13305: 13300: 13296: 13292: 13289: 13284: 13280: 13276: 13271: 13267: 13263: 13249: 13248: 13237: 13232: 13228: 13222: 13218: 13214: 13209: 13205: 13199: 13195: 13191: 13186: 13182: 13176: 13172: 13168: 13163: 13159: 13153: 13149: 13145: 13142: 13139: 13136: 13133: 13130: 13127: 13124: 13121: 13118: 13095: 13075: 13072: 13069: 13066: 13046: 13035: 13034: 13023: 13018: 13014: 13008: 13004: 13000: 12995: 12991: 12985: 12981: 12977: 12972: 12968: 12962: 12958: 12954: 12949: 12945: 12939: 12935: 12931: 12926: 12922: 12916: 12912: 12908: 12903: 12899: 12893: 12889: 12885: 12880: 12876: 12870: 12866: 12862: 12857: 12853: 12847: 12843: 12828: 12827: 12816: 12813: 12808: 12804: 12800: 12795: 12791: 12787: 12784: 12779: 12775: 12771: 12766: 12762: 12758: 12755: 12752: 12747: 12743: 12739: 12734: 12730: 12726: 12723: 12718: 12714: 12710: 12705: 12701: 12697: 12672: 12669: 12665: 12661: 12656: 12653: 12649: 12634: 12633: 12632: 12621: 12618: 12615: 12612: 12609: 12601: 12598: 12595: 12592: 12584: 12581: 12578: 12570: 12567: 12564: 12561: 12558: 12555: 12552: 12549: 12546: 12543: 12540: 12537: 12534: 12531: 12528: 12525: 12522: 12499: 12496: 12493: 12481: 12478: 12457: 12451: 12446: 12443: 12440: 12437: 12431: 12425: 12420: 12417: 12414: 12411: 12405: 12399: 12394: 12391: 12388: 12385: 12382: 12379: 12356: 12353: 12350: 12322: 12319: 12316: 12274: 12271: 12268: 12265: 12262: 12259: 12256: 12253: 12250: 12247: 12244: 12241: 12238: 12235: 12232: 12229: 12204: 12201: 12198: 12195: 12192: 12189: 12186: 12183: 12180: 12177: 12174: 12171: 12168: 12165: 12162: 12159: 12156: 12153: 12150: 12147: 12144: 12141: 12138: 12135: 12132: 12129: 12126: 12106: 12086: 12066: 12032: 12029: 12026: 12014: 12011: 12009: 12008: 11996: 11993: 11973: 11970: 11950: 11930: 11919: 11918: 11907: 11904: 11900: 11897: 11894: 11891: 11888: 11884: 11881: 11878: 11875: 11872: 11869: 11866: 11862: 11858: 11853: 11850: 11846: 11842: 11839: 11836: 11832: 11828: 11825: 11822: 11819: 11816: 11813: 11810: 11807: 11804: 11801: 11798: 11795: 11792: 11780: 11779: 11768: 11764: 11760: 11755: 11752: 11748: 11744: 11741: 11735: 11730: 11725: 11721: 11718: 11715: 11712: 11709: 11706: 11703: 11700: 11697: 11694: 11691: 11688: 11685: 11659: 11658: 11657: 11646: 11643: 11640: 11637: 11634: 11631: 11627: 11623: 11620: 11617: 11611: 11606: 11601: 11597: 11571: 11541: 11532: 11526: 11525: 11514: 11510: 11506: 11503: 11500: 11494: 11489: 11484: 11480: 11477: 11473: 11469: 11466: 11463: 11457: 11452: 11447: 11443: 11389: 11386: 11385: 11384: 11373: 11370: 11367: 11364: 11361: 11358: 11355: 11352: 11349: 11346: 11343: 11340: 11337: 11334: 11329: 11323: 11320: 11318: 11315: 11314: 11311: 11308: 11306: 11303: 11302: 11300: 11295: 11272: 11252: 11232: 11229: 11226: 11206: 11203: 11200: 11177: 11174: 11171: 11160: 11159: 11148: 11145: 11142: 11139: 11136: 11133: 11130: 11127: 11124: 11121: 11116: 11110: 11107: 11105: 11102: 11101: 11098: 11095: 11093: 11090: 11089: 11087: 11082: 11059: 11056: 11053: 11050: 11047: 11024: 11004: 10982: 10981: 10966: 10963: 10960: 10955: 10952: 10948: 10944: 10941: 10938: 10935: 10932: 10929: 10926: 10923: 10920: 10917: 10914: 10912: 10910: 10905: 10897: 10893: 10889: 10887: 10884: 10883: 10878: 10875: 10871: 10867: 10864: 10862: 10857: 10854: 10850: 10846: 10843: 10840: 10837: 10836: 10834: 10829: 10826: 10823: 10820: 10817: 10814: 10811: 10809: 10807: 10800: 10797: 10793: 10789: 10786: 10783: 10779: 10775: 10770: 10767: 10763: 10759: 10756: 10752: 10746: 10740: 10732: 10729: 10725: 10721: 10719: 10714: 10711: 10707: 10703: 10700: 10699: 10696: 10693: 10689: 10685: 10681: 10680: 10678: 10673: 10664: 10658: 10655: 10653: 10650: 10649: 10646: 10643: 10641: 10638: 10637: 10635: 10630: 10627: 10624: 10621: 10618: 10615: 10612: 10610: 10606: 10600: 10597: 10595: 10592: 10591: 10588: 10585: 10583: 10580: 10579: 10577: 10572: 10569: 10568: 10545: 10522: 10519: 10516: 10496: 10476: 10473: 10468: 10465: 10461: 10457: 10454: 10451: 10448: 10445: 10442: 10439: 10436: 10425: 10424: 10409: 10406: 10403: 10398: 10395: 10391: 10387: 10384: 10381: 10378: 10375: 10372: 10369: 10366: 10363: 10360: 10357: 10355: 10353: 10348: 10342: 10337: 10334: 10330: 10326: 10323: 10320: 10317: 10313: 10310: 10306: 10302: 10299: 10298: 10295: 10292: 10288: 10284: 10280: 10279: 10277: 10272: 10269: 10266: 10263: 10260: 10257: 10254: 10252: 10250: 10243: 10240: 10236: 10232: 10229: 10226: 10222: 10218: 10213: 10210: 10206: 10202: 10199: 10195: 10189: 10183: 10175: 10171: 10167: 10165: 10162: 10161: 10158: 10153: 10150: 10146: 10142: 10139: 10135: 10132: 10128: 10124: 10123: 10121: 10116: 10107: 10101: 10098: 10096: 10093: 10092: 10089: 10086: 10084: 10081: 10080: 10078: 10073: 10070: 10067: 10064: 10061: 10058: 10055: 10053: 10049: 10043: 10040: 10038: 10035: 10034: 10031: 10028: 10026: 10023: 10022: 10020: 10015: 10012: 10011: 9984: 9973: 9972: 9961: 9956: 9950: 9947: 9945: 9942: 9941: 9938: 9935: 9933: 9930: 9929: 9927: 9922: 9919: 9916: 9913: 9910: 9907: 9904: 9901: 9898: 9895: 9892: 9887: 9881: 9878: 9876: 9873: 9872: 9869: 9866: 9864: 9861: 9860: 9858: 9853: 9826: 9823: 9820: 9800: 9797: 9794: 9774: 9771: 9768: 9748: 9745: 9742: 9722: 9719: 9716: 9713: 9710: 9707: 9704: 9680: 9677: 9674: 9662: 9661:Block matrices 9659: 9658: 9657: 9646: 9643: 9640: 9637: 9631: 9628: 9624: 9619: 9614: 9611: 9607: 9588: 9587: 9576: 9573: 9569: 9566: 9563: 9560: 9557: 9554: 9551: 9548: 9545: 9542: 9539: 9536: 9533: 9530: 9527: 9524: 9510: 9509: 9498: 9493: 9490: 9486: 9480: 9477: 9474: 9470: 9466: 9463: 9460: 9457: 9452: 9449: 9446: 9442: 9438: 9435: 9432: 9429: 9426: 9423: 9400: 9397: 9394: 9391: 9388: 9373: 9370: 9331: 9326: 9323: 9318: 9278: 9274: 9268: 9264: 9260: 9255: 9251: 9246: 9240: 9237: 9234: 9231: 9228: 9225: 9222: 9218: 9214: 9209: 9201: 9198: 9195: 9190: 9186: 9182: 9180: 9177: 9173: 9170: 9167: 9162: 9158: 9154: 9150: 9147: 9144: 9139: 9135: 9131: 9127: 9124: 9121: 9116: 9112: 9108: 9107: 9104: 9101: 9099: 9096: 9094: 9091: 9089: 9086: 9084: 9081: 9080: 9075: 9070: 9066: 9062: 9060: 9057: 9053: 9048: 9044: 9040: 9036: 9031: 9027: 9023: 9019: 9014: 9010: 9006: 9005: 9000: 8996: 8992: 8990: 8987: 8983: 8979: 8975: 8971: 8967: 8963: 8959: 8955: 8951: 8950: 8947: 8944: 8942: 8939: 8937: 8934: 8932: 8929: 8927: 8924: 8923: 8921: 8904: 8903: 8892: 8887: 8884: 8881: 8877: 8871: 8868: 8865: 8861: 8855: 8852: 8849: 8845: 8841: 8838: 8835: 8830: 8825: 8822: 8819: 8815: 8811: 8808: 8805: 8802: 8799: 8774: 8752: 8749: 8746: 8735: 8734: 8721: 8715: 8712: 8710: 8707: 8706: 8703: 8700: 8698: 8695: 8694: 8692: 8687: 8684: 8679: 8673: 8670: 8668: 8665: 8664: 8661: 8658: 8656: 8653: 8652: 8650: 8645: 8642: 8637: 8631: 8628: 8626: 8623: 8622: 8619: 8616: 8614: 8611: 8610: 8608: 8603: 8600: 8595: 8589: 8586: 8584: 8581: 8579: 8576: 8575: 8572: 8569: 8567: 8564: 8562: 8559: 8558: 8555: 8552: 8550: 8547: 8545: 8542: 8541: 8539: 8514: 8511: 8508: 8489: 8488: 8477: 8472: 8469: 8466: 8462: 8456: 8453: 8450: 8446: 8440: 8437: 8434: 8430: 8426: 8423: 8420: 8415: 8410: 8407: 8404: 8400: 8396: 8393: 8390: 8387: 8384: 8361: 8348:is known as a 8335: 8332: 8329: 8325: 8319: 8316: 8313: 8309: 8305: 8302: 8299: 8279: 8259: 8239: 8219: 8216: 8213: 8210: 8207: 8204: 8201: 8198: 8195: 8192: 8189: 8167: 8164: 8161: 8157: 8129: 8114: 8111: 8081: 8077: 8056: 8053: 8050: 8047: 8042: 8038: 8033: 8029: 8026: 8023: 8020: 8015: 8011: 8000:quotient group 7987: 7984: 7981: 7978: 7973: 7969: 7944: 7941: 7938: 7935: 7930: 7926: 7901: 7898: 7895: 7892: 7887: 7883: 7862: 7840: 7836: 7815: 7812: 7809: 7806: 7801: 7797: 7749: 7746: 7743: 7740: 7735: 7731: 7727: 7724: 7721: 7718: 7715: 7710: 7706: 7678: 7675: 7672: 7669: 7664: 7660: 7636: 7616: 7605: 7604: 7590: 7587: 7583: 7579: 7576: 7573: 7570: 7567: 7564: 7558: 7555: 7552: 7549: 7545: 7540: 7536: 7531: 7528: 7524: 7520: 7516: 7484: 7461: 7441: 7438: 7418: 7398: 7387: 7386: 7375: 7372: 7369: 7366: 7363: 7360: 7357: 7354: 7351: 7348: 7345: 7342: 7339: 7336: 7322:matrix product 7309: 7289: 7273: 7270: 7248: 7247: 7235: 7232: 7229: 7226: 7223: 7219: 7208: 7204: 7200: 7173: 7157: 7154: 7142: 7139: 7136: 7133: 7130: 7127: 7124: 7121: 7118: 7115: 7112: 7109: 7106: 7103: 7099: 7095: 7091: 7087: 7084: 7080: 7076: 7072: 7058: 7057: 7044: 7040: 7036: 7032: 7028: 7024: 7020: 7008: 6995: 6991: 6987: 6983: 6980: 6976: 6972: 6968: 6956: 6943: 6939: 6935: 6931: 6927: 6923: 6919: 6907: 6895: 6891: 6887: 6883: 6879: 6875: 6871: 6860: 6856: 6855: 6840: 6837: 6832: 6820: 6815: 6810: 6805: 6801: 6800: 6786: 6780: 6777: 6774: 6772: 6769: 6767: 6764: 6763: 6760: 6757: 6755: 6752: 6750: 6747: 6746: 6743: 6740: 6738: 6735: 6732: 6730: 6727: 6726: 6724: 6719: 6716: 6705: 6691: 6685: 6682: 6679: 6677: 6674: 6672: 6669: 6668: 6665: 6662: 6660: 6657: 6655: 6652: 6651: 6648: 6645: 6643: 6640: 6637: 6635: 6632: 6631: 6629: 6624: 6621: 6610: 6596: 6590: 6587: 6584: 6582: 6579: 6577: 6574: 6573: 6570: 6567: 6565: 6562: 6560: 6557: 6556: 6553: 6550: 6548: 6545: 6543: 6540: 6537: 6536: 6534: 6529: 6526: 6515: 6502: 6496: 6493: 6490: 6488: 6485: 6483: 6480: 6479: 6476: 6473: 6471: 6468: 6466: 6463: 6462: 6459: 6456: 6454: 6451: 6448: 6446: 6443: 6440: 6439: 6437: 6432: 6429: 6419: 6403: 6391: 6390: 6379: 6374: 6368: 6365: 6362: 6360: 6357: 6355: 6352: 6349: 6348: 6345: 6342: 6340: 6337: 6335: 6332: 6331: 6328: 6325: 6323: 6320: 6317: 6315: 6312: 6309: 6308: 6306: 6301: 6298: 6275: 6258: 6255: 6254: 6253: 6241: 6217: 6212: 6209: 6205: 6199: 6194: 6191: 6188: 6184: 6180: 6175: 6172: 6168: 6164: 6159: 6155: 6149: 6145: 6141: 6138: 6135: 6132: 6129: 6109: 6106: 6103: 6083: 6080: 6077: 6057: 6054: 6049: 6046: 6042: 6017: 6006: 5998: 5987: 5971: 5967: 5961: 5957: 5953: 5950: 5947: 5942: 5938: 5934: 5929: 5925: 5921: 5916: 5912: 5908: 5903: 5899: 5894: 5890: 5886: 5880: 5876: 5872: 5869: 5866: 5861: 5857: 5853: 5848: 5844: 5840: 5835: 5831: 5827: 5822: 5818: 5813: 5809: 5806: 5802: 5796: 5792: 5788: 5785: 5780: 5776: 5772: 5767: 5763: 5759: 5754: 5750: 5746: 5741: 5737: 5732: 5711: 5707: 5701: 5697: 5693: 5690: 5687: 5682: 5678: 5674: 5671: 5668: 5663: 5659: 5655: 5652: 5649: 5644: 5640: 5635: 5631: 5628: 5624: 5618: 5614: 5610: 5607: 5604: 5599: 5595: 5591: 5588: 5583: 5579: 5575: 5572: 5569: 5564: 5560: 5555: 5543: 5531: 5511: 5508: 5505: 5485: 5482: 5479: 5476: 5471: 5467: 5463: 5460: 5457: 5454: 5451: 5448: 5428: 5425: 5420:standard basis 5400: 5397: 5394: 5382: 5381: 5380: 5379: 5368: 5365: 5361: 5355: 5351: 5347: 5344: 5341: 5338: 5335: 5332: 5329: 5326: 5323: 5320: 5317: 5312: 5308: 5303: 5283: 5281: 5280: 5279: 5263: 5257: 5253: 5249: 5246: 5243: 5240: 5237: 5234: 5231: 5226: 5222: 5217: 5213: 5209: 5203: 5199: 5195: 5192: 5189: 5186: 5183: 5180: 5175: 5171: 5166: 5162: 5159: 5156: 5153: 5151: 5149: 5145: 5139: 5135: 5131: 5128: 5125: 5120: 5117: 5114: 5110: 5106: 5103: 5100: 5097: 5094: 5091: 5088: 5083: 5080: 5077: 5073: 5069: 5066: 5063: 5058: 5054: 5048: 5043: 5040: 5038: 5035: 5031: 5027: 5023: 5022: 4994:column vectors 4981: 4978: 4975: 4972: 4969: 4966: 4961: 4957: 4933: 4912: 4910: 4894: 4874: 4871: 4867: 4864: 4861: 4857: 4847: 4822: 4818: 4803: 4802: 4791: 4786: 4779: 4775: 4771: 4768: 4765: 4760: 4756: 4750: 4745: 4742: 4719: 4695: 4692: 4689: 4677: 4674: 4672: 4669: 4657: 4654: 4651: 4648: 4645: 4642: 4639: 4636: 4621: 4620: 4609: 4602: 4598: 4594: 4591: 4587: 4583: 4575: 4571: 4567: 4564: 4560: 4552: 4548: 4544: 4539: 4535: 4530: 4522: 4518: 4514: 4511: 4508: 4503: 4499: 4495: 4490: 4486: 4481: 4477: 4474: 4471: 4468: 4465: 4434: 4431: 4428: 4425: 4422: 4419: 4416: 4384: 4380: 4376: 4373: 4370: 4365: 4361: 4356: 4341: 4340: 4327: 4321: 4318: 4315: 4312: 4309: 4306: 4302: 4296: 4291: 4288: 4285: 4281: 4277: 4274: 4271: 4268: 4265: 4261: 4253: 4249: 4245: 4242: 4238: 4234: 4231: 4228: 4225: 4222: 4204: 4203: 4192: 4187: 4184: 4181: 4178: 4175: 4172: 4168: 4164: 4159: 4156: 4153: 4150: 4147: 4144: 4140: 4136: 4133: 4130: 4127: 4124: 4117: 4113: 4109: 4106: 4102: 4098: 4093: 4085: 4082: 4079: 4075: 4071: 4066: 4063: 4060: 4056: 4052: 4051: 4048: 4044: 4041: 4040: 4035: 4032: 4029: 4025: 4021: 4016: 4013: 4010: 4006: 4002: 4001: 3999: 3994: 3991: 3988: 3985: 3982: 3968:sigma notation 3964: 3963: 3952: 3947: 3939: 3936: 3933: 3929: 3925: 3920: 3917: 3914: 3910: 3906: 3905: 3902: 3898: 3895: 3894: 3889: 3886: 3883: 3879: 3875: 3870: 3867: 3864: 3860: 3856: 3855: 3853: 3848: 3845: 3820: 3817: 3797: 3794: 3791: 3771: 3751: 3748: 3745: 3742: 3739: 3717: 3713: 3688: 3685: 3682: 3679: 3676: 3673: 3670: 3667: 3664: 3661: 3658: 3655: 3652: 3649: 3646: 3643: 3623: 3600: 3597: 3594: 3591: 3588: 3585: 3582: 3579: 3576: 3548: 3545: 3542: 3530: 3520: 3511:rule of Sarrus 3504:Rule of Sarrus 3461: 3460: 3446: 3443: 3440: 3437: 3434: 3431: 3428: 3425: 3422: 3419: 3416: 3413: 3410: 3407: 3404: 3401: 3398: 3395: 3392: 3389: 3386: 3383: 3380: 3377: 3374: 3369: 3363: 3360: 3358: 3355: 3353: 3350: 3349: 3346: 3343: 3341: 3338: 3336: 3333: 3332: 3329: 3326: 3324: 3321: 3319: 3316: 3315: 3313: 3288: 3287:3 × 3 matrices 3285: 3280:Main article: 3277: 3274: 3262: 3261: 3250: 3245: 3237: 3234: 3231: 3227: 3223: 3221: 3218: 3214: 3211: 3208: 3204: 3200: 3196: 3193: 3190: 3186: 3182: 3181: 3178: 3175: 3173: 3170: 3168: 3165: 3163: 3160: 3159: 3154: 3151: 3148: 3144: 3140: 3138: 3135: 3131: 3128: 3125: 3121: 3117: 3113: 3110: 3107: 3103: 3099: 3098: 3093: 3090: 3087: 3083: 3079: 3077: 3074: 3070: 3067: 3064: 3060: 3056: 3052: 3049: 3046: 3042: 3038: 3037: 3035: 2993: 2990: 2987: 2983: 2971: 2970: 2959: 2954: 2946: 2943: 2940: 2936: 2932: 2930: 2927: 2923: 2920: 2917: 2913: 2909: 2905: 2902: 2899: 2895: 2891: 2890: 2887: 2884: 2882: 2879: 2877: 2874: 2872: 2869: 2868: 2863: 2860: 2857: 2853: 2849: 2847: 2844: 2840: 2837: 2834: 2830: 2826: 2822: 2819: 2816: 2812: 2808: 2807: 2802: 2799: 2796: 2792: 2788: 2786: 2783: 2779: 2776: 2773: 2769: 2765: 2761: 2758: 2755: 2751: 2747: 2746: 2744: 2739: 2736: 2705: 2702: 2645: 2642: 2639: 2636: 2628: 2625: 2622: 2619: 2616: 2613: 2584: 2580: 2576: 2573: 2567: 2564: 2559: 2555: 2551: 2548: 2545: 2540: 2535: 2528: 2524: 2520: 2517: 2514: 2509: 2504: 2497: 2493: 2488: 2484: 2481: 2461: 2456: 2451: 2446: 2443: 2440: 2435: 2430: 2425: 2420: 2415: 2389:maps the unit 2378: 2367: 2366: 2355: 2350: 2345: 2340: 2335: 2329: 2326: 2325: 2322: 2319: 2318: 2315: 2312: 2311: 2308: 2305: 2304: 2302: 2297: 2293: 2290: 2286: 2281: 2276: 2271: 2266: 2260: 2257: 2256: 2253: 2250: 2249: 2246: 2243: 2242: 2239: 2236: 2235: 2233: 2228: 2224: 2219: 2214: 2209: 2204: 2198: 2195: 2194: 2191: 2188: 2187: 2184: 2181: 2180: 2177: 2174: 2173: 2171: 2166: 2142: 2133: 2128: 2123: 2121: 2118: 2114: 2109: 2104: 2100: 2095: 2090: 2089: 2086: 2082: 2079: 1961:parallelepiped 1953: 1952: 1941: 1938: 1935: 1932: 1929: 1926: 1923: 1918: 1912: 1909: 1908: 1905: 1902: 1901: 1899: 1894: 1889: 1883: 1880: 1879: 1876: 1873: 1870: 1869: 1867: 1862: 1858: 1855: 1850: 1845: 1841: 1837: 1831: 1826: 1821: 1816: 1812: 1809: 1805: 1800: 1795: 1790: 1784: 1779: 1774: 1770: 1741:scalar product 1697:for the angle 1537:standard basis 1516: 1513: 1512: 1511: 1500: 1495: 1489: 1486: 1484: 1481: 1480: 1477: 1474: 1472: 1469: 1468: 1466: 1461: 1458: 1455: 1452: 1449: 1446: 1443: 1440: 1437: 1434: 1431: 1428: 1425: 1422: 1419: 1416: 1413: 1410: 1407: 1404: 1399: 1393: 1390: 1388: 1385: 1382: 1379: 1378: 1375: 1372: 1370: 1367: 1364: 1361: 1360: 1358: 1333: 1322: 1321: 1310: 1305: 1298: 1295: 1291: 1289: 1286: 1285: 1281: 1278: 1274: 1272: 1269: 1268: 1266: 1261: 1256: 1250: 1247: 1245: 1242: 1241: 1238: 1235: 1233: 1230: 1229: 1227: 1222: 1219: 1216: 1212: 1209: 1205: 1202: 1199: 1196: 1193: 1189: 1186: 1182: 1179: 1176: 1173: 1170: 1165: 1158: 1155: 1151: 1148: 1145: 1143: 1140: 1139: 1135: 1132: 1128: 1125: 1122: 1120: 1117: 1116: 1114: 1098: 1097: 1086: 1083: 1080: 1077: 1074: 1071: 1068: 1065: 1060: 1054: 1051: 1049: 1046: 1045: 1042: 1039: 1037: 1034: 1033: 1031: 1004: 998: 995: 993: 990: 989: 986: 983: 981: 978: 977: 975: 950: 947: 944: 932: 929: 928: 927: 916: 913: 910: 907: 904: 901: 898: 895: 892: 889: 886: 883: 880: 877: 874: 871: 868: 865: 860: 853: 850: 846: 844: 841: 840: 837: 834: 832: 829: 828: 826: 821: 816: 810: 807: 804: 802: 799: 798: 795: 792: 790: 787: 786: 784: 779: 765: 764: 753: 750: 747: 744: 741: 738: 735: 730: 724: 721: 719: 716: 715: 712: 709: 707: 704: 703: 701: 696: 691: 685: 682: 680: 677: 676: 673: 670: 668: 665: 664: 662: 657: 628: 622: 619: 617: 614: 613: 610: 607: 605: 602: 601: 599: 581: 578: 542:parallelepiped 472: 471: 468: 465: 458: 397: 394: 369: 368: 357: 354: 351: 348: 345: 342: 339: 336: 333: 330: 327: 324: 321: 318: 315: 312: 309: 306: 303: 300: 297: 294: 291: 288: 285: 280: 274: 271: 269: 266: 264: 261: 260: 257: 254: 252: 249: 247: 244: 243: 240: 237: 235: 232: 230: 227: 226: 224: 204: 203: 192: 189: 186: 183: 180: 177: 174: 169: 163: 160: 158: 155: 154: 151: 148: 146: 143: 142: 140: 104:the matrix is 102:if and only if 26: 9: 6: 4: 3: 2: 28139: 28128: 28125: 28123: 28120: 28118: 28117:Matrix theory 28115: 28113: 28110: 28109: 28107: 28092: 28084: 28083: 28080: 28074: 28071: 28069: 28068:Sparse matrix 28066: 28064: 28061: 28059: 28056: 28054: 28051: 28050: 28048: 28046: 28042: 28036: 28033: 28031: 28028: 28026: 28023: 28021: 28018: 28016: 28013: 28011: 28008: 28007: 28005: 28003:constructions 28002: 27998: 27992: 27991:Outermorphism 27989: 27987: 27984: 27982: 27979: 27977: 27974: 27972: 27969: 27967: 27964: 27962: 27959: 27957: 27954: 27952: 27951:Cross product 27949: 27947: 27944: 27943: 27941: 27939: 27935: 27929: 27926: 27924: 27921: 27919: 27918:Outer product 27916: 27914: 27911: 27909: 27906: 27904: 27901: 27899: 27898:Orthogonality 27896: 27895: 27893: 27891: 27887: 27881: 27878: 27876: 27875:Cramer's rule 27873: 27871: 27868: 27866: 27863: 27861: 27858: 27856: 27853: 27851: 27848: 27846: 27845:Decomposition 27843: 27841: 27838: 27837: 27835: 27833: 27829: 27824: 27814: 27811: 27809: 27806: 27804: 27801: 27799: 27796: 27794: 27791: 27789: 27786: 27784: 27781: 27779: 27776: 27774: 27771: 27769: 27766: 27764: 27761: 27759: 27756: 27754: 27751: 27749: 27746: 27744: 27741: 27739: 27736: 27734: 27731: 27729: 27726: 27724: 27721: 27720: 27718: 27714: 27708: 27705: 27703: 27700: 27699: 27696: 27692: 27685: 27680: 27678: 27673: 27671: 27666: 27665: 27662: 27656: 27653: 27651: 27648: 27645: 27642: 27639: 27635: 27632: 27629: 27627: 27624: 27621: 27617: 27616: 27611: 27607: 27602: 27597: 27596: 27591: 27590:"Determinant" 27588: 27583: 27580: 27576: 27575: 27570: 27569:"Determinant" 27565: 27564: 27554: 27548: 27540: 27536: 27532: 27528: 27525: 27521: 27517: 27513: 27509: 27505: 27501: 27497: 27493: 27490: 27488:9780801873966 27484: 27480: 27476: 27471: 27468: 27464: 27460: 27458:0-03-029558-0 27454: 27450: 27445: 27442: 27438: 27434: 27429: 27425: 27421: 27416: 27412: 27411: 27405: 27402: 27398: 27394: 27392:0-486-67766-4 27388: 27384: 27379: 27376: 27374:3-540-19376-6 27370: 27366: 27362: 27358: 27357:Meldrum, John 27354: 27349: 27348: 27339: 27333: 27329: 27324: 27315:on 2007-02-01 27311: 27307: 27303: 27299: 27293: 27288: 27283: 27279: 27272: 27267: 27263: 27258: 27254: 27248: 27244: 27239: 27236: 27234:9780387964126 27230: 27226: 27221: 27218: 27216:9780387962054 27212: 27208: 27203: 27199: 27193: 27189: 27185: 27181: 27177: 27173: 27171: 27168: 27164: 27160: 27157: 27154: 27152:0-534-99845-3 27148: 27144: 27139: 27135: 27131: 27127: 27124:on 2009-10-31 27123: 27119: 27113: 27109: 27108: 27102: 27099: 27097:0-387-98403-8 27093: 27089: 27085: 27084: 27079: 27075: 27072: 27070:9789401799447 27066: 27062: 27057: 27054: 27048: 27044: 27039: 27036: 27034:9780521883894 27030: 27026: 27025: 27020: 27015: 27012: 27008: 27004: 26998: 26994: 26990: 26986: 26981: 26978: 26976:9780128010495 26972: 26968: 26963: 26956: 26951: 26946: 26942: 26938: 26931: 26926: 26923: 26919: 26915: 26911: 26907: 26903: 26898: 26893: 26889: 26885: 26880: 26876: 26871: 26866: 26861: 26857: 26853: 26852: 26846: 26843: 26839: 26835: 26833:9780471452348 26829: 26825: 26820: 26815: 26810: 26805: 26800: 26796: 26792: 26791: 26786: 26781: 26778: 26776:9783540642435 26772: 26768: 26763: 26756: 26752: 26748: 26744: 26740: 26736: 26732: 26725: 26721: 26720:de Boor, Carl 26717: 26710: 26706: 26702: 26698: 26694: 26690: 26686: 26679: 26674: 26670: 26664: 26660: 26656: 26652: 26648: 26644: 26639: 26638: 26636: 26619: 26614: 26610: 26606: 26602: 26595: 26589: 26585: 26580: 26566:on 2011-08-07 26562: 26558: 26556:0-89791-875-4 26552: 26548: 26544: 26540: 26533: 26526: 26520: 26515: 26508: 26503: 26497: 26492: 26483: 26478: 26471: 26464: 26459: 26452: 26446: 26438: 26432: 26428: 26427: 26419: 26396: 26393: 26390: 26387: 26382: 26376: 26371: 26364: 26359: 26353: 26348: 26345: 26342: 26337: 26331: 26326: 26319: 26314: 26308: 26303: 26300: 26295: 26289: 26284: 26277: 26272: 26266: 26261: 26259: 26249: 26243: 26238: 26231: 26226: 26220: 26215: 26212: 26207: 26201: 26196: 26189: 26184: 26178: 26173: 26170: 26167: 26165: 26160: 26157: 26145: 26141: 26134: 26128: 26123: 26116: 26115:Bourbaki 1998 26112: 26107: 26100: 26099:Bourbaki 1998 26095: 26088: 26087: 26082: 26081:Mac Lane 1998 26077: 26070: 26065: 26058: 26053: 26045: 26038: 26031: 26026: 26019: 26014: 26007: 26002: 25996: 25991: 25985: 25979: 25972: 25967: 25961:, p. 494 25960: 25955: 25949: 25943: 25937: 25931: 25924: 25917: 25910: 25905: 25899: 25895: 25891: 25885: 25879:, p. 59) 25878: 25873: 25866: 25861: 25845: 25841: 25834: 25828:, p. 405 25827: 25822: 25813: 25811: 25809: 25802: 25800: 25793: 25786: 25781: 25774: 25769: 25761: 25757: 25753: 25749: 25745: 25741: 25738:(1): 99–115. 25737: 25733: 25725: 25718: 25713: 25706: 25702: 25697: 25689: 25685: 25682: 25672: 25663: 25658: 25654: 25650: 25646: 25639: 25630: 25625: 25618: 25612: 25606: 25598: 25594: 25590: 25586: 25581: 25576: 25572: 25568: 25561: 25553: 25549: 25545: 25541: 25537: 25533: 25529: 25525: 25521: 25514: 25507: 25502: 25496:, p. 306 25495: 25490: 25483: 25478: 25471: 25470:functoriality 25467: 25466:Bourbaki 1998 25461: 25454: 25449: 25442: 25438: 25433: 25426: 25421: 25413: 25408: 25407: 25398: 25383: 25379: 25373: 25365: 25361: 25357: 25356: 25348: 25341: 25336: 25332: 25322: 25319: 25317: 25314: 25312: 25309: 25307: 25304: 25302: 25299: 25298: 25293: 25287: 25282: 25275: 25273: 25269: 25268: 25263: 25262:Lewis Carroll 25258: 25256: 25252: 25247: 25243: 25238: 25234: 25230: 25225: 25211: 25203: 25182: 25178: 25171: 25160: 25156: 25152: 25131: 25127: 25120: 25107: 25105: 25084: 25080: 25073: 25044: 25038: 25032: 25012: 25009: 25006: 24984: 24980: 24976: 24970: 24964: 24941: 24935: 24915: 24890: 24886: 24879: 24848: 24842: 24833: 24827: 24818: 24815: 24809: 24796: 24795: 24794: 24780: 24760: 24757: 24737: 24734: 24714: 24694: 24674: 24654: 24634: 24614: 24594: 24574: 24567: 24548: 24545: 24542: 24539: 24536: 24533: 24526: 24525: 24524: 24523:as a product 24510: 24501: 24484: 24481: 24475: 24447: 24443: 24436: 24425: 24421: 24417: 24413: 24394: 24374: 24371: 24369: 24361: 24357: 24353: 24344: 24330: 24327: 24320: 24304: 24301: 24298: 24290: 24275: 24255: 24252: 24243: 24241: 24237: 24227: 24225: 24221: 24203: 24188: 24187:supermatrices 24184: 24180: 24176: 24172: 24168: 24164: 24160: 24156: 24151:bilinear form 24146: 24142: 24131: 24129: 24125: 24124:tracial state 24121: 24117: 24107: 24105: 24086: 24074: 24071: 24068: 24062: 24059: 24053: 24050: 24044: 24041: 24038: 24032: 24029: 24026: 24013: 24012: 24011: 24009: 24005: 24000: 23998: 23987: 23985: 23981: 23977: 23973: 23957: 23951: 23948: 23943: 23939: 23935: 23931: 23923: 23901: 23897: 23893: 23888: 23884: 23880: 23875: 23871: 23867: 23862: 23858: 23854: 23848: 23845: 23842: 23839: 23836: 23833: 23830: 23827: 23824: 23821: 23808: 23807: 23806: 23804: 23785: 23779: 23774: 23771: 23768: 23764: 23760: 23757: 23750: 23730: 23727: 23721: 23718: 23708: 23707: 23706: 23692: 23684: 23668: 23661: 23651: 23635: 23631: 23623: 23619: 23615: 23596: 23590: 23587: 23579: 23569: 23555: 23552: 23549: 23529: 23524: 23520: 23511: 23507: 23491: 23471: 23466: 23462: 23439: 23435: 23414: 23391: 23386: 23382: 23378: 23375: 23372: 23367: 23363: 23359: 23353: 23344: 23340: 23334: 23330: 23326: 23323: 23320: 23315: 23311: 23306: 23301: 23297: 23292: 23288: 23283: 23275: 23274: 23273: 23259: 23256: 23251: 23247: 23226: 23218: 23214: 23213:Bourbaki 1998 23198: 23178: 23173: 23169: 23148: 23143: 23139: 23111: 23106: 23102: 23098: 23095: 23092: 23089: 23084: 23080: 23076: 23073: 23068: 23064: 23060: 23055: 23048: 23044: 23040: 23037: 23034: 23029: 23025: 23021: 23016: 23012: 23004: 22999: 22995: 22989: 22984: 22979: 22975: 22971: 22968: 22963: 22959: 22947: 22946: 22945: 22931: 22911: 22891: 22886: 22882: 22874: 22858: 22838: 22818: 22811: 22807: 22791: 22771: 22751: 22745: 22742: 22739: 22729: 22705: 22700: 22685: 22681: 22677: 22667: 22666: 22665: 22663: 22659: 22641: 22633: 22608: 22604: 22595: 22591: 22587: 22571: 22551: 22543: 22538: 22510: 22507: 22504: 22500: 22493: 22481: 22467: 22464: 22461: 22457: 22441: 22434: 22433: 22432: 22418: 22398: 22375: 22369: 22364: 22360: 22350: 22344: 22339: 22335: 22331: 22325: 22319: 22314: 22310: 22289: 22283: 22280: 22277: 22270: 22261: 22257: 22255: 22239: 22231: 22215: 22195: 22192: 22189: 22181: 22162: 22157: 22153: 22143: 22137: 22132: 22128: 22120: 22119: 22118: 22117: 22112: 22110: 22089: 22086: 22066: 22058: 22042: 22019: 22013: 22008: 22005: 22002: 21998: 21994: 21991: 21982: 21968: 21965: 21959: 21945: 21907: 21900: 21890: 21888: 21884: 21880: 21876: 21872: 21869: 21850: 21844: 21841: 21838: 21831: 21830: 21829: 21828: 21824: 21805: 21799: 21790: 21784: 21773: 21770: 21762: 21750: 21741: 21735: 21723: 21712: 21709: 21701: 21692: 21686: 21673: 21672: 21671: 21668: 21665: 21661: 21656: 21652: 21648: 21644: 21629: 21627: 21622: 21620: 21601: 21593: 21588: 21570: 21567: 21554: 21536: 21530: 21525: 21521: 21517: 21509: 21494: 21486: 21480: 21476: 21468: 21467: 21466: 21463: 21459: 21455: 21450: 21446: 21442: 21438: 21434: 21431: 21427: 21423: 21419: 21400: 21395: 21392: 21389: 21386: 21383: 21380: 21377: 21372: 21364: 21360: 21349: 21345: 21335: 21330: 21324: 21318: 21311: 21310: 21309: 21308: 21303: 21299: 21279: 21274: 21259: 21249: 21246: 21239: 21238: 21237: 21235: 21231: 21227: 21204: 21189: 21179: 21176: 21167: 21163: 21161: 21160:spanning tree 21137: 21134: 21131: 21128: 21125: 21122: 21119: 21116: 21113: 21110: 21107: 21093: 21088: 21085: 21063: 21060: 21057: 21054: 21051: 21048: 21045: 21038: 21034: 21030: 21011: 21005: 20999: 20996: 20990: 20986: 20975: 20970: 20961: 20952: 20946: 20940: 20937: 20930: 20929: 20928: 20927:is given by: 20911: 20905: 20897: 20881: 20861: 20841: 20838: 20835: 20813: 20798: 20788: 20785: 20765: 20737: 20703: 20697: 20689: 20686: 20668: 20658: 20655: 20635: 20613: 20598: 20588: 20585: 20577: 20573: 20563: 20561: 20557: 20545: 20541: 20537: 20534:is positive, 20533: 20528: 20526: 20522: 20518: 20514: 20510: 20506: 20502: 20498: 20494: 20490: 20486: 20482: 20476: 20466: 20464: 20460: 20456: 20452: 20448: 20432: 20429: 20426: 20406: 20383: 20378: 20369: 20358: 20355: 20352: 20344: 20340: 20334: 20326: 20315: 20312: 20309: 20301: 20297: 20288: 20277: 20274: 20271: 20263: 20259: 20251: 20246: 20241: 20236: 20226: 20219: 20215: 20211: 20205: 20197: 20190: 20186: 20182: 20173: 20166: 20162: 20158: 20147: 20139: 20135: 20129: 20121: 20113: 20109: 20100: 20092: 20088: 20081: 20076: 20070: 20059: 20055: 20051: 20048: 20045: 20040: 20036: 20029: 20022: 20021: 20020: 20018: 20014: 19998: 19995: 19992: 19969: 19961: 19957: 19953: 19950: 19947: 19941: 19933: 19929: 19920: 19904: 19901: 19898: 19890: 19887: 19869: 19865: 19842: 19832: 19827: 19823: 19819: 19814: 19810: 19789: 19769: 19758: 19748: 19746: 19742: 19738: 19717: 19713: 19706: 19680: 19675: 19671: 19663: 19654: 19651: 19644: 19638: 19635: 19632: 19626: 19620: 19617: 19613: 19606: 19605: 19604: 19602: 19584: 19580: 19553: 19542: 19538: 19534: 19529: 19521: 19517: 19511: 19504: 19501: 19498: 19494: 19486: 19482: 19474: 19471: 19468: 19464: 19458: 19451: 19447: 19440: 19430: 19426: 19420: 19415: 19412: 19409: 19405: 19401: 19396: 19388: 19384: 19378: 19373: 19368: 19361: 19357: 19350: 19342: 19334: 19330: 19316: 19315: 19314: 19300: 19280: 19260: 19238: 19234: 19210: 19207: 19204: 19201: 19198: 19195: 19192: 19189: 19186: 19183: 19180: 19170: 19154: 19150: 19137: 19132: 19128: 19120: 19119: 19118: 19116: 19115:Cramer's rule 19097: 19071: 19051: 19048: 19045: 19042: 19034: 19027:Cramer's rule 19019: 19017: 19013: 19009: 19005: 19001: 18997: 18993: 18989: 18985: 18981: 18977: 18973: 18969: 18965: 18961: 18957: 18952: 18950: 18946: 18942: 18938: 18934: 18933: 18928: 18924: 18923:Jacobi (1841) 18920: 18918: 18914: 18909: 18905: 18900: 18896: 18892: 18887: 18885: 18881: 18877: 18873: 18869: 18867: 18863: 18859: 18855: 18851: 18847: 18845: 18841: 18840:Bézout (1779) 18837: 18836:Cramer (1750) 18833: 18829: 18828:Seki Takakazu 18824: 18822: 18818: 18817: 18812: 18784: 18776: 18768: 18766: 18758: 18728: 18720: 18718: 18710: 18680: 18672: 18670: 18662: 18633: 18632: 18631: 18629: 18628:cross product 18613: 18610: 18607: 18604: 18601: 18579: 18573: 18568: 18563: 18557: 18552: 18549: 18529: 18526: 18523: 18514: 18498: 18479: 18463: 18460: 18457: 18432: 18428: 18419: 18415: 18396: 18392: 18387: 18383: 18379: 18375: 18372: 18369: 18363: 18357: 18354: 18351: 18348: 18345: 18339: 18336: 18333: 18330: 18317: 18316: 18315: 18301: 18298: 18295: 18287: 18266: 18261: 18257: 18253: 18249: 18246: 18243: 18239: 18235: 18230: 18227: 18223: 18218: 18214: 18211: 18205: 18196: 18192: 18187: 18183: 18179: 18175: 18172: 18169: 18163: 18157: 18151: 18148: 18142: 18139: 18136: 18130: 18121: 18115: 18112: 18109: 18106: 18093: 18092: 18091: 18074: 18069: 18066: 18061: 18056: 18053: 18049: 18045: 18037: 18028: 18023: 18020: 18012: 18006: 18003: 18000: 17992: 17989: 17985: 17973: 17954: 17953: 17952: 17938: 17915: 17911: 17904: 17901: 17896: 17893: 17885: 17882: 17878: 17873: 17869: 17866: 17860: 17851: 17845: 17842: 17834: 17825: 17815: 17814: 17813: 17799: 17779: 17771: 17752: 17746: 17743: 17720: 17716: 17709: 17706: 17701: 17698: 17689: 17683: 17680: 17676: 17672: 17669: 17666: 17660: 17657: 17649: 17640: 17630: 17629: 17628: 17626: 17622: 17582: 17579: 17576: 17561: 17551: 17549: 17545: 17541: 17537: 17536:harmonic mean 17518: 17512: 17507: 17503: 17499: 17495: 17492: 17487: 17484: 17477: 17471: 17465: 17462: 17457: 17454: 17449: 17443: 17440: 17431: 17422: 17415: 17410: 17407: 17403: 17399: 17395: 17392: 17388: 17379: 17378: 17377: 17374: 17372: 17368: 17363: 17359: 17336: 17333: 17330: 17324: 17321: 17318: 17312: 17303: 17300: 17297: 17293: 17287: 17284: 17280: 17276: 17273: 17269: 17265: 17262: 17255: 17254: 17253: 17250: 17239: 17235: 17231: 17224: 17220: 17207: 17188: 17182: 17177: 17172: 17167: 17163: 17159: 17155: 17152: 17147: 17141: 17137: 17131: 17123: 17120: 17104: 17101: 17098: 17094: 17090: 17086: 17078: 17075: 17071: 17059: 17056: 17053: 17049: 17041: 17040: 17039: 17036: 17016: 17010: 17005: 17000: 16995: 16991: 16987: 16983: 16980: 16975: 16969: 16961: 16958: 16942: 16939: 16936: 16932: 16928: 16924: 16916: 16913: 16909: 16897: 16894: 16891: 16887: 16883: 16877: 16874: 16871: 16858: 16857: 16856: 16854: 16850: 16827: 16822: 16817: 16813: 16807: 16803: 16799: 16793: 16787: 16784: 16781: 16776: 16771: 16767: 16761: 16756: 16752: 16746: 16742: 16738: 16733: 16728: 16720: 16717: 16707: 16706: 16705: 16701: 16691: 16684: 16680: 16673: 16663: 16656: 16652: 16646: 16623: 16615: 16611: 16607: 16604: 16601: 16596: 16592: 16588: 16583: 16579: 16570: 16566: 16559: 16556: 16549: 16541: 16538: 16529: 16523: 16510: 16509: 16508: 16506: 16502: 16497: 16493: 16489: 16485: 16466: 16463: 16460: 16455: 16451: 16447: 16442: 16437: 16434: 16431: 16427: 16419: 16418: 16417: 16413: 16390: 16383: 16379: 16373: 16368: 16364: 16360: 16355: 16352: 16346: 16341: 16337: 16329: 16325: 16320: 16312: 16309: 16304: 16300: 16291: 16288: 16277: 16272: 16269: 16266: 16262: 16253: 16250: 16245: 16241: 16237: 16234: 16231: 16228: 16223: 16219: 16215: 16212: 16207: 16203: 16195: 16192: 16187: 16183: 16179: 16176: 16173: 16168: 16164: 16160: 16155: 16151: 16143: 16139: 16133: 16120: 16119: 16118: 16101: 16092: 16089: 16086: 16083: 16080: 16067: 16062: 16058: 16054: 16050: 16047: 16042: 16039: 16036: 16033: 16030: 16026: 16020: 16015: 16012: 16009: 16005: 15999: 15996: 15991: 15988: 15983: 15980: 15977: 15973: 15960: 15957: 15954: 15949: 15945: 15937: 15936: 15935: 15933: 15925: 15921: 15911: 15907: 15903: 15880: 15876: 15871: 15866: 15862: 15858: 15854: 15851: 15848: 15845: 15839: 15833: 15830: 15823: 15818: 15814: 15810: 15806: 15803: 15800: 15797: 15792: 15787: 15782: 15777: 15773: 15769: 15765: 15762: 15758: 15753: 15750: 15745: 15740: 15733: 15727: 15724: 15720: 15714: 15709: 15705: 15701: 15697: 15694: 15691: 15688: 15683: 15678: 15671: 15665: 15662: 15658: 15652: 15646: 15643: 15638: 15636: 15628: 15615: 15611: 15606: 15601: 15597: 15593: 15589: 15586: 15583: 15580: 15576: 15571: 15567: 15563: 15559: 15556: 15547: 15541: 15538: 15535: 15532: 15527: 15522: 15515: 15509: 15506: 15502: 15496: 15490: 15487: 15482: 15480: 15472: 15459: 15455: 15450: 15445: 15441: 15437: 15433: 15430: 15427: 15422: 15417: 15410: 15404: 15401: 15397: 15391: 15385: 15382: 15377: 15375: 15367: 15350: 15349: 15348: 15344: 15337: 15330: 15310: 15301: 15295: 15292: 15286: 15283: 15280: 15274: 15261: 15260: 15259: 15238: 15235: 15229: 15223: 15220: 15213: 15212: 15211: 15201: 15177: 15154: 15142: 15136: 15133: 15121: 15118: 15115: 15109: 15103: 15100: 15093: 15092: 15091: 15064: 15058: 15055: 15049: 15046: 15043: 15034: 15028: 15025: 15012: 15011: 15010: 15000: 14996: 14986: 14972: 14952: 14932: 14907: 14899: 14896: 14893: 14889: 14883: 14876: 14873: 14870: 14866: 14858: 14855: 14852: 14848: 14840: 14835: 14830: 14825: 14816: 14813: 14810: 14806: 14800: 14793: 14790: 14787: 14783: 14775: 14772: 14769: 14765: 14755: 14752: 14749: 14745: 14739: 14732: 14729: 14726: 14722: 14714: 14711: 14708: 14704: 14697: 14692: 14687: 14683: 14675: 14674: 14673: 14671: 14667: 14663: 14644: 14641: 14635: 14627: 14623: 14615: 14614: 14613: 14599: 14591: 14575: 14567: 14551: 14531: 14523: 14522:indeterminate 14507: 14484: 14478: 14475: 14472: 14469: 14466: 14457: 14451: 14443: 14439: 14431: 14430: 14429: 14426: 14412: 14392: 14372: 14352: 14332: 14312: 14303: 14301: 14282: 14277: 14273: 14269: 14264: 14260: 14254: 14250: 14246: 14241: 14237: 14231: 14226: 14223: 14220: 14216: 14212: 14206: 14193: 14192: 14191: 14189: 14174: 14156: 14152: 14148: 14145: 14142: 14137: 14133: 14129: 14124: 14120: 14112: 14109: 14093: 14085: 14082:-matrix with 14069: 14066: 14063: 14043: 14035: 14031: 14016: 14002: 13999: 13982: 13976: 13950: 13947: 13908: 13903: 13899: 13895: 13890: 13886: 13882: 13863: 13859: 13855: 13849: 13838: 13834: 13830: 13819: 13816: 13813: 13810: 13797: 13796: 13795: 13776: 13773: 13770: 13750: 13747: 13744: 13741: 13721: 13718: 13682: 13662: 13640: 13634: 13629: 13622: 13619: 13614: 13608: 13603: 13600: 13595: 13589: 13584: 13577: 13572: 13566: 13561: 13558: 13550: 13547: 13544: 13541: 13521: 13518: 13515: 13505: 13488: 13482: 13479: 13468: 13462: 13448: 13433: 13432: 13431: 13409: 13405: 13399: 13395: 13391: 13386: 13382: 13376: 13372: 13368: 13363: 13359: 13353: 13349: 13345: 13340: 13336: 13330: 13326: 13319: 13311: 13307: 13303: 13298: 13294: 13282: 13278: 13274: 13269: 13265: 13254: 13253: 13252: 13235: 13230: 13226: 13220: 13216: 13212: 13207: 13203: 13197: 13193: 13189: 13184: 13180: 13174: 13170: 13166: 13161: 13157: 13151: 13147: 13143: 13137: 13128: 13122: 13109: 13108: 13107: 13093: 13070: 13044: 13021: 13016: 13012: 13006: 13002: 12998: 12993: 12989: 12983: 12979: 12975: 12970: 12966: 12960: 12956: 12952: 12947: 12943: 12937: 12933: 12929: 12924: 12920: 12914: 12910: 12906: 12901: 12897: 12891: 12887: 12883: 12878: 12874: 12868: 12864: 12860: 12855: 12851: 12845: 12841: 12833: 12832: 12831: 12814: 12806: 12802: 12798: 12793: 12789: 12777: 12773: 12769: 12764: 12760: 12753: 12745: 12741: 12737: 12732: 12728: 12716: 12712: 12708: 12703: 12699: 12688: 12687: 12686: 12670: 12667: 12663: 12659: 12654: 12651: 12647: 12619: 12613: 12610: 12599: 12593: 12579: 12568: 12562: 12553: 12547: 12538: 12532: 12529: 12526: 12513: 12512: 12511: 12497: 12494: 12491: 12477: 12475: 12455: 12449: 12441: 12429: 12423: 12415: 12403: 12397: 12389: 12386: 12383: 12354: 12351: 12348: 12320: 12317: 12314: 12306: 12302: 12294: 12290: 12269: 12260: 12254: 12245: 12239: 12236: 12233: 12199: 12196: 12193: 12184: 12178: 12175: 12172: 12163: 12157: 12148: 12142: 12139: 12136: 12133: 12130: 12104: 12084: 12064: 12057: 12054:However, for 12052: 12050: 12046: 12030: 12027: 12024: 11994: 11991: 11971: 11968: 11948: 11928: 11920: 11905: 11902: 11895: 11889: 11886: 11882: 11879: 11873: 11864: 11860: 11856: 11851: 11848: 11844: 11840: 11837: 11834: 11830: 11820: 11811: 11805: 11802: 11799: 11796: 11783: 11781: 11766: 11762: 11758: 11753: 11750: 11746: 11742: 11739: 11728: 11723: 11713: 11704: 11698: 11695: 11692: 11689: 11676: 11674: 11669: 11665: 11660: 11644: 11641: 11638: 11635: 11632: 11629: 11625: 11621: 11618: 11615: 11604: 11599: 11588: 11587: 11585: 11581: 11577: 11573: 11572: 11570: 11567: 11564: 11560: 11554: 11550: 11544: 11540: 11535: 11531: 11512: 11508: 11504: 11501: 11498: 11487: 11482: 11475: 11471: 11467: 11464: 11461: 11450: 11445: 11434: 11433: 11432: 11430: 11426: 11421: 11417: 11412: 11407: 11403: 11398: 11394: 11371: 11365: 11362: 11359: 11347: 11344: 11341: 11332: 11327: 11321: 11316: 11309: 11304: 11298: 11286: 11285: 11284: 11270: 11250: 11230: 11227: 11224: 11204: 11201: 11198: 11189: 11175: 11172: 11169: 11146: 11140: 11137: 11134: 11131: 11128: 11119: 11114: 11108: 11103: 11096: 11091: 11085: 11073: 11072: 11071: 11057: 11054: 11051: 11048: 11045: 11037: 11022: 11002: 10994: 10989: 10987: 10964: 10958: 10953: 10950: 10946: 10942: 10939: 10936: 10924: 10915: 10913: 10903: 10895: 10891: 10885: 10876: 10873: 10869: 10865: 10860: 10855: 10852: 10848: 10844: 10841: 10838: 10832: 10821: 10812: 10810: 10798: 10795: 10787: 10777: 10768: 10765: 10761: 10750: 10744: 10738: 10730: 10727: 10723: 10717: 10712: 10709: 10705: 10701: 10694: 10687: 10683: 10676: 10662: 10656: 10651: 10644: 10639: 10633: 10622: 10613: 10611: 10604: 10598: 10593: 10586: 10581: 10575: 10559: 10558: 10557: 10543: 10534: 10520: 10517: 10514: 10494: 10471: 10466: 10463: 10459: 10455: 10452: 10449: 10440: 10407: 10401: 10396: 10393: 10389: 10385: 10382: 10379: 10367: 10358: 10356: 10346: 10340: 10335: 10332: 10328: 10324: 10321: 10318: 10311: 10308: 10304: 10300: 10293: 10286: 10282: 10275: 10264: 10255: 10253: 10241: 10238: 10230: 10220: 10211: 10208: 10204: 10193: 10187: 10181: 10173: 10169: 10163: 10156: 10151: 10148: 10144: 10140: 10133: 10130: 10126: 10119: 10105: 10099: 10094: 10087: 10082: 10076: 10065: 10056: 10054: 10047: 10041: 10036: 10029: 10024: 10018: 10002: 10001: 10000: 9998: 9982: 9959: 9954: 9948: 9943: 9936: 9931: 9925: 9917: 9911: 9899: 9890: 9885: 9879: 9874: 9867: 9862: 9856: 9844: 9843: 9842: 9840: 9824: 9821: 9818: 9798: 9795: 9792: 9772: 9769: 9766: 9746: 9743: 9740: 9733:of dimension 9720: 9717: 9714: 9711: 9708: 9705: 9702: 9694: 9678: 9675: 9672: 9644: 9641: 9638: 9635: 9629: 9622: 9617: 9612: 9609: 9605: 9597: 9596: 9595: 9593: 9574: 9571: 9564: 9561: 9558: 9552: 9549: 9546: 9543: 9540: 9537: 9534: 9528: 9515: 9514: 9513: 9496: 9491: 9488: 9484: 9478: 9475: 9472: 9464: 9461: 9455: 9450: 9447: 9444: 9433: 9427: 9424: 9414: 9413: 9412: 9395: 9389: 9386: 9379: 9369: 9368:) submatrix. 9367: 9363: 9359: 9356: 9352: 9348: 9324: 9321: 9304: 9300: 9296: 9292: 9276: 9272: 9266: 9262: 9258: 9253: 9249: 9244: 9238: 9235: 9232: 9229: 9226: 9223: 9220: 9216: 9212: 9207: 9199: 9196: 9193: 9188: 9184: 9178: 9171: 9168: 9165: 9160: 9156: 9148: 9145: 9142: 9137: 9133: 9125: 9122: 9119: 9114: 9110: 9102: 9097: 9092: 9087: 9082: 9073: 9068: 9064: 9058: 9051: 9046: 9042: 9034: 9029: 9025: 9017: 9012: 9008: 8998: 8994: 8988: 8981: 8977: 8969: 8965: 8957: 8953: 8945: 8940: 8935: 8930: 8925: 8919: 8910: 8890: 8885: 8882: 8879: 8875: 8869: 8866: 8863: 8859: 8853: 8850: 8847: 8839: 8836: 8828: 8823: 8820: 8817: 8813: 8809: 8803: 8790: 8789: 8788: 8786: 8772: 8750: 8747: 8744: 8719: 8713: 8708: 8701: 8696: 8690: 8685: 8682: 8677: 8671: 8666: 8659: 8654: 8648: 8643: 8640: 8635: 8629: 8624: 8617: 8612: 8606: 8601: 8598: 8593: 8587: 8582: 8577: 8570: 8565: 8560: 8553: 8548: 8543: 8537: 8528: 8527: 8526: 8512: 8509: 8506: 8498: 8475: 8470: 8467: 8464: 8460: 8454: 8451: 8448: 8444: 8438: 8435: 8432: 8424: 8421: 8413: 8408: 8405: 8402: 8398: 8394: 8388: 8375: 8374: 8373: 8359: 8351: 8333: 8330: 8327: 8323: 8317: 8314: 8311: 8303: 8300: 8277: 8257: 8237: 8214: 8211: 8208: 8202: 8196: 8193: 8190: 8165: 8162: 8159: 8155: 8146: 8142: 8127: 8119: 8110: 8108: 8104: 8100: 8095: 8079: 8075: 8051: 8045: 8040: 8036: 8031: 8024: 8018: 8013: 8009: 8001: 7982: 7976: 7971: 7967: 7958: 7939: 7933: 7928: 7924: 7915: 7896: 7890: 7885: 7881: 7860: 7838: 7834: 7810: 7804: 7799: 7795: 7786: 7781: 7779: 7775: 7771: 7767: 7763: 7744: 7738: 7733: 7729: 7725: 7719: 7713: 7708: 7704: 7696: 7692: 7673: 7667: 7662: 7658: 7650: 7634: 7627:over a field 7614: 7588: 7585: 7574: 7562: 7553: 7543: 7538: 7534: 7529: 7526: 7522: 7518: 7507: 7506: 7505: 7502: 7498: 7482: 7473: 7459: 7439: 7416: 7396: 7370: 7358: 7349: 7343: 7340: 7327: 7326: 7325: 7323: 7307: 7287: 7279: 7269: 7267: 7263: 7258: 7254: 7230: 7221: 7217: 7206: 7202: 7191: 7190: 7189: 7187: 7171: 7163: 7153: 7140: 7137: 7128: 7125: 7119: 7116: 7113: 7110: 7104: 7101: 7093: 7085: 7082: 7074: 7056: 7038: 7030: 7022: 7009: 7007: 6989: 6981: 6978: 6970: 6957: 6955: 6937: 6929: 6921: 6908: 6889: 6881: 6873: 6861: 6858: 6857: 6854: 6838: 6835: 6830: 6821: 6819: 6816: 6814: 6811: 6809: 6806: 6803: 6802: 6799: 6784: 6778: 6775: 6770: 6765: 6758: 6753: 6748: 6741: 6736: 6733: 6728: 6722: 6717: 6714: 6706: 6704: 6689: 6683: 6680: 6675: 6670: 6663: 6658: 6653: 6646: 6641: 6638: 6633: 6627: 6622: 6619: 6611: 6609: 6594: 6588: 6585: 6580: 6575: 6568: 6563: 6558: 6551: 6546: 6541: 6538: 6532: 6527: 6524: 6516: 6500: 6494: 6491: 6486: 6481: 6474: 6469: 6464: 6457: 6452: 6449: 6444: 6441: 6435: 6430: 6427: 6420: 6417: 6416: 6401: 6377: 6372: 6366: 6363: 6358: 6353: 6350: 6343: 6338: 6333: 6326: 6321: 6318: 6313: 6310: 6304: 6299: 6296: 6289: 6288: 6287: 6273: 6264: 6239: 6231: 6215: 6210: 6207: 6203: 6197: 6192: 6189: 6186: 6182: 6178: 6173: 6170: 6166: 6162: 6157: 6153: 6147: 6143: 6139: 6133: 6107: 6104: 6101: 6081: 6078: 6075: 6055: 6052: 6047: 6044: 6040: 6031: 6015: 6007: 6003: 5999: 5996: 5992: 5988: 5985: 5969: 5959: 5955: 5951: 5948: 5945: 5940: 5936: 5932: 5927: 5923: 5919: 5914: 5910: 5906: 5901: 5897: 5888: 5878: 5874: 5870: 5867: 5864: 5859: 5855: 5851: 5846: 5842: 5838: 5833: 5829: 5825: 5820: 5816: 5807: 5804: 5794: 5790: 5786: 5783: 5778: 5774: 5770: 5765: 5761: 5757: 5752: 5748: 5744: 5739: 5735: 5709: 5699: 5695: 5691: 5688: 5685: 5680: 5676: 5672: 5669: 5666: 5661: 5657: 5653: 5650: 5647: 5642: 5638: 5629: 5626: 5616: 5612: 5608: 5605: 5602: 5597: 5593: 5589: 5586: 5581: 5577: 5573: 5570: 5567: 5562: 5558: 5544: 5529: 5509: 5506: 5503: 5480: 5469: 5465: 5461: 5455: 5452: 5438: 5434: 5433: 5432: 5424: 5421: 5416: 5414: 5398: 5395: 5392: 5366: 5363: 5353: 5349: 5345: 5342: 5339: 5336: 5333: 5330: 5327: 5324: 5321: 5318: 5315: 5310: 5306: 5293: 5292: 5290: 5289: 5282: 5255: 5251: 5247: 5244: 5241: 5238: 5235: 5232: 5229: 5224: 5220: 5211: 5201: 5197: 5193: 5190: 5187: 5184: 5181: 5178: 5173: 5169: 5160: 5157: 5154: 5152: 5137: 5133: 5129: 5126: 5123: 5118: 5115: 5112: 5108: 5104: 5101: 5098: 5095: 5092: 5089: 5086: 5081: 5078: 5075: 5071: 5067: 5064: 5061: 5056: 5052: 5041: 5039: 5029: 5013: 5012: 5010: 5006: 5003:and a number 5002: 4998: 4995: 4979: 4976: 4973: 4970: 4967: 4964: 4959: 4955: 4947: 4931: 4923: 4919: 4918: 4911: 4908: 4892: 4872: 4869: 4865: 4862: 4859: 4846: 4845: 4844: 4842: 4838: 4820: 4816: 4808: 4807:column vector 4789: 4777: 4773: 4769: 4766: 4763: 4758: 4754: 4743: 4740: 4733: 4732: 4731: 4717: 4709: 4693: 4690: 4687: 4668: 4655: 4649: 4646: 4643: 4640: 4637: 4607: 4600: 4596: 4592: 4589: 4585: 4581: 4573: 4569: 4565: 4562: 4558: 4550: 4546: 4542: 4537: 4533: 4528: 4520: 4516: 4512: 4509: 4506: 4501: 4497: 4493: 4488: 4484: 4479: 4475: 4469: 4456: 4455: 4454: 4452: 4429: 4426: 4423: 4420: 4417: 4406: 4382: 4378: 4374: 4371: 4368: 4363: 4359: 4354: 4346: 4325: 4316: 4310: 4307: 4304: 4300: 4294: 4289: 4286: 4283: 4279: 4272: 4266: 4263: 4259: 4251: 4247: 4243: 4240: 4236: 4232: 4226: 4213: 4212: 4211: 4209: 4190: 4182: 4176: 4173: 4170: 4166: 4162: 4154: 4148: 4145: 4142: 4138: 4131: 4125: 4122: 4115: 4111: 4107: 4104: 4100: 4096: 4091: 4083: 4080: 4077: 4073: 4069: 4064: 4061: 4058: 4054: 4046: 4042: 4033: 4030: 4027: 4023: 4019: 4014: 4011: 4008: 4004: 3997: 3992: 3986: 3973: 3972: 3971: 3970:for the sum, 3969: 3950: 3945: 3937: 3934: 3931: 3927: 3923: 3918: 3915: 3912: 3908: 3900: 3896: 3887: 3884: 3881: 3877: 3873: 3868: 3865: 3862: 3858: 3851: 3846: 3843: 3836: 3835: 3834: 3831: 3818: 3815: 3795: 3792: 3789: 3769: 3746: 3740: 3737: 3715: 3711: 3702: 3683: 3677: 3674: 3671: 3668: 3662: 3656: 3653: 3647: 3641: 3621: 3614: 3595: 3592: 3589: 3586: 3583: 3580: 3577: 3566: 3562: 3546: 3543: 3540: 3528: 3524: 3519: 3512: 3505: 3501: 3497: 3495: 3491: 3487: 3483: 3478: 3474: 3470: 3466: 3444: 3441: 3438: 3435: 3432: 3429: 3426: 3423: 3420: 3417: 3414: 3411: 3408: 3405: 3402: 3399: 3396: 3393: 3390: 3387: 3384: 3381: 3378: 3375: 3372: 3367: 3361: 3356: 3351: 3344: 3339: 3334: 3327: 3322: 3317: 3311: 3302: 3301: 3300: 3294: 3283: 3273: 3271: 3267: 3248: 3243: 3235: 3232: 3229: 3225: 3219: 3212: 3209: 3206: 3202: 3194: 3191: 3188: 3184: 3176: 3171: 3166: 3161: 3152: 3149: 3146: 3142: 3136: 3129: 3126: 3123: 3119: 3111: 3108: 3105: 3101: 3091: 3088: 3085: 3081: 3075: 3068: 3065: 3062: 3058: 3050: 3047: 3044: 3040: 3033: 3024: 3023: 3022: 3020: 3016: 3011: 3009: 2991: 2988: 2985: 2981: 2957: 2952: 2944: 2941: 2938: 2934: 2928: 2921: 2918: 2915: 2911: 2903: 2900: 2897: 2893: 2885: 2880: 2875: 2870: 2861: 2858: 2855: 2851: 2845: 2838: 2835: 2832: 2828: 2820: 2817: 2814: 2810: 2800: 2797: 2794: 2790: 2784: 2777: 2774: 2771: 2767: 2759: 2756: 2753: 2749: 2742: 2737: 2734: 2727: 2726: 2725: 2723: 2719: 2715: 2714:square matrix 2711: 2701: 2699: 2695: 2691: 2687: 2683: 2680:is less than 2679: 2675: 2671: 2667: 2663: 2659: 2643: 2637: 2626: 2623: 2617: 2603: 2600: 2595: 2582: 2578: 2574: 2565: 2562: 2557: 2553: 2549: 2546: 2543: 2538: 2526: 2522: 2518: 2515: 2512: 2507: 2495: 2491: 2486: 2482: 2479: 2459: 2454: 2444: 2441: 2438: 2433: 2423: 2418: 2403: 2402:parallelotope 2400:-dimensional 2399: 2395: 2393: 2376: 2353: 2348: 2338: 2333: 2327: 2320: 2313: 2306: 2300: 2295: 2291: 2288: 2284: 2279: 2269: 2264: 2258: 2251: 2244: 2237: 2231: 2226: 2222: 2217: 2207: 2202: 2196: 2189: 2182: 2175: 2169: 2164: 2157: 2156: 2155: 2140: 2131: 2119: 2112: 2098: 2084: 2080: 2077: 2069: 2065: 2061: 2057: 2051: 2048: 2044: 2039: 2033: 2029: 2025: 2021: 2013: 2009: 2001: 1997: 1987: 1983: 1982: 1976: 1974: 1970: 1962: 1957: 1939: 1936: 1933: 1930: 1927: 1924: 1921: 1916: 1910: 1903: 1897: 1892: 1887: 1881: 1874: 1871: 1865: 1860: 1856: 1853: 1848: 1843: 1835: 1829: 1824: 1814: 1810: 1807: 1803: 1768: 1756: 1755: 1754: 1751: 1747: 1742: 1737: 1733: 1729: 1721: 1717: 1713: 1708: 1704: 1700: 1695: 1691: 1687: 1679: 1675: 1671: 1664: 1660: 1656: 1650: 1646: 1642:To show that 1640: 1638: 1634: 1630: 1625: 1614: 1610: 1604: 1600: 1596: 1588: 1584: 1580: 1576: 1568: 1564: 1554: 1550: 1549:parallelogram 1538: 1534: 1521: 1498: 1493: 1487: 1482: 1475: 1470: 1464: 1459: 1456: 1453: 1447: 1444: 1441: 1438: 1435: 1429: 1426: 1423: 1420: 1417: 1414: 1411: 1408: 1405: 1402: 1397: 1391: 1386: 1383: 1380: 1373: 1368: 1365: 1362: 1356: 1347: 1346: 1345: 1331: 1308: 1303: 1296: 1293: 1287: 1279: 1276: 1270: 1264: 1259: 1254: 1248: 1243: 1236: 1231: 1225: 1220: 1217: 1210: 1207: 1203: 1200: 1194: 1187: 1184: 1180: 1177: 1171: 1168: 1163: 1156: 1153: 1149: 1146: 1141: 1133: 1130: 1126: 1123: 1118: 1112: 1103: 1102: 1101: 1084: 1081: 1078: 1075: 1072: 1069: 1066: 1063: 1058: 1052: 1047: 1040: 1035: 1029: 1020: 1019: 1018: 1002: 996: 991: 984: 979: 973: 964: 948: 945: 942: 914: 911: 908: 902: 899: 896: 890: 881: 878: 872: 869: 863: 858: 851: 848: 842: 835: 830: 824: 819: 814: 808: 805: 800: 793: 788: 782: 770: 769: 768: 767:For example, 751: 748: 745: 742: 739: 736: 733: 728: 722: 717: 710: 705: 699: 694: 689: 683: 678: 671: 666: 660: 648: 647: 646: 626: 620: 615: 608: 603: 597: 577: 575: 571: 567: 563: 559: 551: 547: 543: 540:-dimensional 535: 532:-dimensional 528:, the signed 527: 523: 519: 515: 514:Cramer's rule 511: 507: 502: 500: 496: 492: 488: 484: 480: 475: 469: 466: 459: 452: 448: 447: 446: 443: 439: 433: 431: 427: 423: 419: 411: 395: 392: 384: 379: 375: 355: 352: 349: 346: 343: 340: 337: 334: 331: 328: 325: 322: 319: 316: 313: 310: 307: 304: 301: 298: 295: 292: 289: 286: 283: 278: 272: 267: 262: 255: 250: 245: 238: 233: 228: 222: 213: 212: 211: 190: 187: 184: 181: 178: 175: 172: 167: 161: 156: 149: 144: 138: 129: 128: 127: 120: 118: 113: 111: 107: 103: 99: 95: 88: 80: 72: 65: 60: 59:square matrix 56: 52: 48: 44: 37: 33: 19: 28112:Determinants 28001:Vector space 27945: 27733:Vector space 27613: 27593: 27572: 27538: 27507: 27503: 27474: 27448: 27432: 27423: 27419: 27409: 27382: 27359:, Springer, 27352: 27327: 27317:, retrieved 27310:the original 27277: 27261: 27242: 27224: 27206: 27183: 27142: 27133: 27130:Muir, Thomas 27122:the original 27106: 27087: 27082: 27063:, Springer, 27060: 27042: 27022: 26984: 26969:, Elsevier, 26966: 26940: 26936: 26897:math/0203276 26887: 26883: 26855: 26849: 26823: 26794: 26788: 26769:, Springer, 26766: 26734: 26730: 26688: 26684: 26654: 26642: 26608: 26604: 26594: 26588:Bareiss 1968 26579: 26568:. Retrieved 26561:the original 26538: 26525: 26514: 26502: 26491: 26470: 26465:, §1.1, §4.3 26458: 26453:, Lecture 1. 26445: 26425: 26418: 26143: 26139: 26133: 26122: 26106: 26094: 26084: 26076: 26064: 26052: 26043: 26037: 26025: 26013: 26001: 25990: 25978: 25966: 25954: 25942: 25930: 25922: 25916: 25909:Kleiner 2007 25904: 25889: 25884: 25872: 25867:, p. 80 25865:Kleiner 2007 25860: 25848:. Retrieved 25844:the original 25833: 25821: 25798: 25792: 25780: 25768: 25735: 25731: 25724: 25712: 25707:, Def. 1.2.3 25696: 25688:MathOverflow 25687: 25680: 25671: 25652: 25648: 25638: 25617: 25605: 25570: 25566: 25560: 25527: 25523: 25513: 25501: 25489: 25477: 25460: 25448: 25440: 25432: 25420: 25405: 25397: 25385:. Retrieved 25381: 25372: 25354: 25347: 25335: 25265: 25259: 25254: 25250: 25245: 25241: 25232: 25228: 25226: 25108: 24868: 24563: 24502: 24380: 24372: 24350: 24244: 24233: 24220:graded rings 24174: 24162: 24158: 24147: 24140: 24137: 24113: 24101: 24001: 23993: 23980:reduced norm 23919: 23745: 23657: 23575: 23406: 23216: 23130: 22808:of (finite) 22731: 22539: 22536: 22266: 22232:of units in 22178:between the 22177: 22113: 21983: 21896: 21886: 21882: 21878: 21870: 21868:vector space 21865: 21820: 21666: 21663: 21659: 21654: 21650: 21646: 21640: 21623: 21616: 21465:is given by 21461: 21457: 21453: 21448: 21444: 21440: 21436: 21432: 21425: 21415: 21301: 21297: 21294: 21233: 21223: 21026: 20719:is given by 20569: 20559: 20543: 20535: 20531: 20529: 20516: 20508: 20496: 20492: 20488: 20484: 20478: 20398: 19884:lies in the 19754: 19695: 19600: 19571: 19225: 19030: 19022:Applications 18980:Spottiswoode 18964:persymmetric 18953: 18936: 18930: 18921: 18907: 18903: 18898: 18897:columns and 18894: 18888: 18880:discriminant 18870: 18848: 18844:plane curves 18825: 18814: 18808: 18515: 18414:Lie algebras 18411: 18283: 18089: 17951:, these are 17930: 17768:denotes the 17735: 17557: 17533: 17375: 17369:between two 17361: 17357: 17354: 17248: 17245: 17233: 17229: 17222: 17218: 17206:power series 17203: 17034: 17031: 16852: 16842: 16696: 16689: 16682: 16678: 16668: 16661: 16654: 16650: 16641: 16638: 16504: 16500: 16495: 16491: 16487: 16481: 16408: 16405: 16116: 15923: 15919: 15899: 15342: 15335: 15328: 15325: 15258:is given by 15253: 15169: 15085: 14998: 14992: 14924: 14659: 14499: 14427: 14304: 14297: 14187: 14107: 14027: 13923: 13695:real. Since 13507: 13503: 13429: 13250: 13036: 12829: 12638: 12483: 12291: 12053: 12048: 12044: 12016: 11672: 11667: 11663: 11583: 11582:, each with 11579: 11575: 11568: 11562: 11558: 11552: 11548: 11542: 11538: 11533: 11529: 11527: 11428: 11424: 11419: 11415: 11410: 11409:matrix, and 11405: 11401: 11396: 11391: 11190: 11161: 10992: 10990: 10983: 10535: 10426: 9974: 9693:block matrix 9664: 9589: 9511: 9375: 9365: 9361: 9354: 9350: 9302: 9298: 9297:to write an 9290: 8905: 8764: 8736: 8492: 8490: 8352:. For every 8147:. The minor 8116: 8102: 8096: 7782: 7769: 7762:matrix group 7606: 7474: 7388: 7277: 7275: 7265: 7261: 7256: 7252: 7249: 7185: 7159: 7061: 7010: 6958: 6909: 6822: 6817: 6812: 6807: 6707: 6612: 6517: 6260: 6005:alternating. 6001: 5990: 5430: 5417: 5412: 5383: 5286: 5008: 5004: 5000: 4996: 4921: 4915: 4843:-th column. 4840: 4836: 4804: 4707: 4679: 4622: 4450: 4342: 4205: 3965: 3832: 3561:permutations 3532: 3526: 3522: 3508: 3493: 3489: 3485: 3481: 3476: 3472: 3468: 3464: 3462: 3292: 3290: 3265: 3263: 3018: 3014: 3012: 2973:The entries 2972: 2721: 2717: 2709: 2707: 2689: 2681: 2677: 2673: 2665: 2664:produced by 2657: 2601: 2596: 2397: 2391: 2368: 2067: 2059: 2055: 2052: 2046: 2042: 2037: 2031: 2027: 2023: 2019: 2011: 2007: 1999: 1995: 1985: 1979: 1977: 1968: 1966: 1749: 1745: 1735: 1731: 1727: 1719: 1715: 1711: 1698: 1693: 1689: 1685: 1677: 1673: 1669: 1662: 1658: 1654: 1648: 1644: 1641: 1626: 1612: 1608: 1605: 1598: 1594: 1586: 1582: 1578: 1574: 1566: 1562: 1526: 1323: 1099: 934: 766: 583: 546:endomorphism 506:coefficients 503: 494: 483:endomorphism 476: 473: 441: 437: 434: 377: 373: 370: 205: 121: 114: 86: 78: 70: 63: 46: 40: 27981:Multivector 27946:Determinant 27903:Dot product 27748:Linear span 25971:Cajori 1993 25796:Cajori, F. 25703:, §VIII.2, 25655:: 332–341. 25573:: 202–218. 25425:Harris 2014 24230:Calculation 22806:free module 21626:Cartography 21430:open subset 21029:tetrahedron 20896:dimensional 20874:, then the 20501:orientation 20487:vectors in 20459:polynomials 19004:Christoffel 18949:Cayley 1841 18943:(1839) and 18850:Vandermonde 18542:-matrix as 15210:satisfying 14566:eigenvalues 14111:eigenvalues 14030:eigenvalues 9295:generalized 8141:recursively 8103:rectangular 7776:), and the 7693:called the 6859:Determinant 6804:Obtained by 6068:, whenever 5288:alternating 4917:multilinear 4208:pi notation 2670:orientation 2472:the region 2038:signed area 1765:Signed area 1629:signed area 1553:unit square 1533:linear maps 550:orientation 522:eigenvalues 495:determinant 110:isomorphism 47:determinant 43:mathematics 32:Risk factor 28106:Categories 28015:Direct sum 27850:Invertible 27753:Linear map 27319:2020-06-04 26943:: 98–109. 26737:(2): 3–7, 26633:See also: 26629:References 26570:2011-01-22 26482:1812.02056 25898:37.0181.02 25850:24 January 25801:p. 80 25580:1805.06027 25437:Serge Lang 24869:The order 24183:Berezinian 23803:quaternion 22924:. The map 22726:See also: 22228:) and the 22109:unimodular 21657:such that 21033:skew lines 20898:volume of 20685:measurable 18996:Wronskians 18972:circulants 18937:alternants 18516:Writing a 18418:Lie groups 17560:polynomial 17554:Derivative 16490:arguments 14612:such that 12468:since the 9997:invertible 8785:-th column 7768:(which if 7501:invertible 4835:(for each 4805:where the 3565:signatures 3563:and their 2704:Definition 2698:one-to-one 1973:equi-areal 1724:, so that 210:matrix is 126:matrix is 106:invertible 94:linear map 28045:Numerical 27808:Transpose 27595:MathWorld 27579:EMS Press 27524:123637858 27426:: 267–271 27385:, Dover, 27182:(2018) . 27165:54:75–90 27132:(1960) , 26865:1206.7067 26842:248917264 26814:1813/6003 26519:Rote 2001 26030:Lang 1985 26018:Lang 2002 26006:Lang 1985 25959:Eves 1990 25826:Eves 1990 25760:120467300 25701:Lang 1985 25629:1410.1958 25597:119272194 25524:Math. Gaz 25508:, §0.8.2. 25453:Lang 1987 25340:Lang 1985 25172:⁡ 25121:⁡ 25074:⁡ 24999:for some 24977:≥ 24880:⁡ 24834:⋅ 24819:ε 24758:− 24715:ε 24476:⁡ 24437:⁡ 24302:× 24289:factorial 24063:⁡ 24054:⁡ 24045:⁡ 23955:→ 23780:⁡ 23772:× 23725:→ 23618:character 23597:σ 23591:⁡ 23578:permanent 23521:⋀ 23463:⋀ 23379:∧ 23376:⋯ 23373:∧ 23360:⋅ 23327:∧ 23324:⋯ 23321:∧ 23289:⋀ 23257:∈ 23170:⋀ 23140:⋀ 23096:∧ 23093:⋯ 23090:∧ 23074:∧ 23058:↦ 23041:∧ 23038:⋯ 23035:∧ 23022:∧ 22996:⋀ 22992:→ 22976:⋀ 22960:⋀ 22883:⋀ 22749:→ 22691:→ 22642:× 22634:− 22370:⁡ 22357:→ 22345:⁡ 22320:⁡ 22287:→ 22193:× 22158:× 22150:→ 22138:⁡ 22014:⁡ 22006:× 21995:∈ 21984:A matrix 21848:→ 21771:− 21710:− 21568:⁡ 21531:ϕ 21522:∫ 21495:ϕ 21477:∫ 21393:≤ 21381:≤ 21357:∂ 21342:∂ 21265:→ 21195:→ 21180:: 21135:− 21123:− 21111:− 21094:⋅ 21000:⁡ 20941:⁡ 20839:× 20804:→ 20659:⊂ 20604:→ 20455:resultant 20430:− 20356:− 20335:⋯ 20313:− 20275:− 20252:⋮ 20247:⋱ 20242:⋮ 20237:⋮ 20206:⋯ 20130:⋯ 20049:… 20017:Wronskian 19996:− 19951:… 19902:× 19833:∈ 19759:vectors: 19707:⁡ 19639:⁡ 19621:⁡ 19512:… 19472:− 19459:… 19406:∑ 19379:… 19369:… 19205:… 19008:Frobenius 18988:Pfaffians 18941:Sylvester 18834:in 1693. 18777:× 18742:∇ 18729:× 18694:∇ 18681:× 18646:∇ 18527:× 18384:ϵ 18370:ϵ 18358:⁡ 18337:ϵ 18258:ϵ 18244:ϵ 18228:− 18215:⁡ 18184:ϵ 18170:ϵ 18152:⁡ 18143:⁡ 18122:− 18113:ϵ 18054:− 18007:⁡ 17982:∂ 17965:∂ 17905:α 17883:− 17870:⁡ 17846:α 17747:⁡ 17710:α 17684:⁡ 17673:⁡ 17661:α 17580:× 17496:⁡ 17478:≤ 17466:⁡ 17450:≤ 17423:≤ 17408:− 17396:⁡ 17334:− 17325:⁡ 17319:≤ 17304:⁡ 17298:≤ 17285:− 17277:− 17266:⁡ 17156:⁡ 17121:− 17110:∞ 17095:∑ 17091:− 17065:∞ 17050:∑ 16984:⁡ 16959:− 16948:∞ 16933:∑ 16929:− 16903:∞ 16888:∑ 16804:∑ 16788:⁡ 16743:∑ 16605:… 16539:− 16503:– 1)! tr( 16428:∑ 16356:⁡ 16289:− 16263:∏ 16232:⋯ 16193:≥ 16177:… 16144:∑ 16090:≤ 16084:≤ 16051:⁡ 16034:− 16006:∑ 15992:− 15981:− 15908:, or the 15855:⁡ 15846:− 15834:⁡ 15807:⁡ 15766:⁡ 15728:⁡ 15698:⁡ 15689:− 15666:⁡ 15590:⁡ 15560:⁡ 15542:⁡ 15533:− 15510:⁡ 15434:⁡ 15428:− 15405:⁡ 15296:⁡ 15287:⁡ 15224:⁡ 15200:logarithm 15194:) of exp( 15170:Here exp( 15137:⁡ 15122:⁡ 15104:⁡ 15059:⁡ 15050:⁡ 15029:⁡ 14884:⋯ 14841:⋮ 14836:⋱ 14831:⋮ 14826:⋮ 14801:⋯ 14740:⋯ 14636:λ 14624:χ 14600:λ 14476:− 14470:⋅ 14440:χ 14274:λ 14270:⋯ 14261:λ 14251:λ 14238:λ 14217:∏ 14153:λ 14146:… 14134:λ 14121:λ 14067:× 13734:, taking 13620:− 13519:× 13469:− 13320:− 13213:− 13190:− 12999:− 12976:− 12953:− 12930:− 12754:− 12600:− 12495:× 12404:≥ 12352:× 12318:× 12305:Hermitian 12246:≥ 12164:≥ 11890:⁡ 11849:− 11751:− 11345:− 11173:× 11135:− 10951:− 10940:− 10874:− 10853:− 10842:− 10796:− 10766:− 10745:⏟ 10728:− 10710:− 10702:− 10533:-matrix. 10518:× 10464:− 10453:− 10394:− 10383:− 10333:− 10322:− 10309:− 10239:− 10209:− 10188:⏟ 10149:− 10141:− 10131:− 9822:× 9796:× 9770:× 9744:× 9676:× 9639:⁡ 9610:− 9562:⁡ 9547:⁡ 9462:− 9428:⁡ 9390:⁡ 9358:submatrix 9259:− 9236:≤ 9224:≤ 9217:∏ 9197:− 9179:⋯ 9169:− 9146:− 9123:− 9103:⋮ 9098:⋱ 9093:⋮ 9088:⋮ 9083:⋮ 9059:⋯ 8989:⋯ 8941:⋯ 8837:− 8814:∑ 8748:× 8641:− 8422:− 8399:∑ 8301:− 8212:− 8203:× 8194:− 8080:× 8046:⁡ 8019:⁡ 7977:⁡ 7934:⁡ 7891:⁡ 7839:× 7805:⁡ 7739:⁡ 7726:⊂ 7714:⁡ 7668:⁡ 7586:− 7527:− 7475:A matrix 7162:transpose 7156:Transpose 7126:− 7120:⋅ 7114:⋅ 7105:− 7086:− 6982:− 6831:− 6776:− 6734:− 6681:− 6639:− 6586:− 6539:− 6492:− 6450:− 6442:− 6364:− 6351:− 6319:− 6311:− 6240:σ 6183:∏ 6163:⋯ 5949:… 5868:… 5808:− 5784:… 5689:… 5670:… 5651:… 5630:− 5606:… 5590:… 5571:… 5507:× 5396:× 5343:… 5331:… 5319:… 5245:… 5233:… 5194:… 5182:… 5161:⋅ 5127:… 5093:⋅ 5079:− 5065:… 4971:⋅ 4920:: if the 4767:… 4691:× 4644:… 4582:⋯ 4543:⋯ 4529:ε 4510:… 4480:∑ 4424:… 4372:… 4355:ε 4311:σ 4280:∏ 4273:σ 4267:⁡ 4244:∈ 4241:σ 4237:∑ 4177:σ 4163:⋯ 4149:σ 4132:σ 4126:⁡ 4108:∈ 4105:σ 4101:∑ 4070:… 4047:⋮ 4043:⋮ 4020:… 3924:… 3901:⋮ 3897:⋮ 3874:… 3816:− 3770:σ 3747:σ 3741:⁡ 3678:σ 3672:… 3657:σ 3642:σ 3622:σ 3590:… 3544:× 3433:− 3421:− 3409:− 3220:⋯ 3177:⋮ 3172:⋱ 3167:⋮ 3162:⋮ 3137:⋯ 3076:⋯ 2929:⋯ 2886:⋮ 2881:⋱ 2876:⋮ 2871:⋮ 2846:⋯ 2785:⋯ 2720:rows and 2627:± 2572:∀ 2563:≤ 2550:≤ 2544:∣ 2516:⋯ 2442:… 2321:⋮ 2289:… 2252:⋮ 2190:⋮ 2120:⋯ 2036:) is the 1931:− 1893:⋅ 1872:− 1854:θ 1825:⊥ 1808:θ 1460:⋅ 1442:− 1415:− 1384:⋅ 1366:⋅ 1195:− 1073:− 946:× 912:− 900:⋅ 891:− 879:− 873:⋅ 849:− 806:− 743:− 410:factorial 344:− 332:− 320:− 182:− 28091:Category 28030:Subspace 28025:Quotient 27976:Bivector 27890:Bilinear 27832:Matrices 27707:Glossary 27634:Archived 27547:citation 27533:(1772), 27498:(1841), 27080:(1998), 27021:(2009), 26955:Archived 26858:: 1–16, 26755:archived 26751:62780452 26722:(1990), 26709:archived 26659:Springer 26653:(2015). 26586:, §1.1, 26117:, §III.5 26113:, §5.2, 26101:, §III.8 26008:, §VII.3 25552:41879675 25484:, §0.8.7 25387:16 March 25364:Archived 25342:, §VII.1 25278:See also 25249:, where 24957:, where 24319:of order 24169:and the 23976:Pfaffian 23681:that is 23658:For any 23614:immanant 22267:Given a 21456: : 21037:vertices 20854:-matrix 20556:rotation 20481:sequence 20220:′ 20191:′ 20167:′ 19012:Hessians 18984:Glaisher 18956:Lebesgue 18927:Jacobian 18862:Lagrange 17770:adjugate 14945:between 14032:and the 11546:are the 11070:), then 8350:cofactor 7691:subgroup 5496:(for an 5439:, i.e., 5411:-matrix 4885:, where 4706:-matrix 3529:matrices 1981:bivector 1857:′ 1736:θ′ 1297:′ 1280:′ 1211:′ 1188:′ 1157:′ 1134:′ 564:and the 558:calculus 552:and the 526:geometry 55:function 53:-valued 27702:Outline 27467:1104435 27413:, Paris 27401:3363427 27306:1911585 27243:Algebra 27170:0019078 27011:2347309 26922:2104048 26914:4145188 26705:2004533 26059:, §11.4 26020:, §IV.8 25740:Bibcode 25544:3620776 24418:or the 24153:with a 23620:of the 21428:and an 20683:is any 20509:product 20015:), the 19889:spanned 18976:Catalan 18884:quantic 18832:Leibniz 18821:Cardano 18805:History 16695:, ..., 16667:, ..., 14520:is the 14188:product 14178:occurs 14084:complex 12047:and of 11671:matrix 11038:(i.e., 11036:commute 6257:Example 6032:, i.e. 6002:another 5522:matrix 4992:of two 2684:. This 2396:to the 2154:, then 2066:matrix 588:matrix 36:Epitope 27986:Tensor 27798:Kernel 27728:Vector 27723:Scalar 27522:  27485:  27465:  27455:  27399:  27389:  27371:  27334:  27304:  27294:  27249:  27231:  27213:  27194:  27149:  27114:  27094:  27067:  27049:  27031:  27009:  26999:  26973:  26920:  26912:  26840:  26830:  26773:  26749:  26703:  26665:  26553:  26509:, §1.1 26433:  25911:, §5.2 25896:  25787:, §6.6 25758:  25595:  25550:  25542:  25427:, §4.7 24414:, the 24116:factor 23217:define 22764:of an 22079:. For 21236:. For 20997:volume 20938:volume 20688:subset 20648:, and 20011:times 19226:where 18968:Hankel 18945:Cayley 18913:Cauchy 18858:minors 18594:where 18284:using 17736:where 17376:Also, 17032:where 16099:  16075:  16072:  15970:  15967:  15964:  15922:= (−1) 15828:  15554:  15340:, and 14500:Here, 14056:be an 11528:where 8497:th row 8145:minors 6418:Matrix 4905:is an 4405:tuples 4206:Using 3492:gives 3448:  2599:signed 2569:  2053:If an 1990:(0, 0) 1734:| cos 1707:cosine 1692:| sin 1591:, and 1557:(0, 0) 534:volume 90:| 84:| 51:scalar 45:, the 27855:Minor 27840:Block 27778:Basis 27520:S2CID 27313:(PDF) 27274:(PDF) 26958:(PDF) 26933:(PDF) 26910:JSTOR 26892:arXiv 26860:arXiv 26758:(PDF) 26747:S2CID 26727:(PDF) 26712:(PDF) 26701:JSTOR 26681:(PDF) 26564:(PDF) 26535:(PDF) 26477:arXiv 25756:S2CID 25624:arXiv 25593:S2CID 25575:arXiv 25548:S2CID 25540:JSTOR 25412:10–17 25328:Notes 25085:2.376 24564:of a 24422:(for 24126:on a 23982:of a 23970:of a 23542:with 21944:field 21875:basis 20552:3 × 3 20548:2 × 2 20493:basis 19886:plane 19743:, or 19016:Trudi 19002:) by 18960:Hesse 18891:Binet 18882:of a 18872:Gauss 17221:> 16507:) as 14995:trace 14989:Trace 14590:roots 13655:with 11413:, an 11399:, an 10507:is a 10487:when 9841:, is 9364:) x ( 9347:terms 7955:is a 7787:from 7497:field 7452:when 6028:is a 5991:other 3611:is a 3516:3 × 3 3297:3 × 3 2716:with 2712:be a 2688:that 2686:means 2394:-cube 2026:) ∧ ( 586:2 × 2 560:with 536:of a 524:. In 508:in a 491:basis 485:of a 408:(the 208:3 × 3 124:2 × 2 98:basis 82:, or 49:is a 28010:Dual 27865:Rank 27553:link 27508:1841 27483:ISBN 27453:ISBN 27387:ISBN 27369:ISBN 27332:ISBN 27292:ISBN 27247:ISBN 27229:ISBN 27211:ISBN 27192:ISBN 27147:ISBN 27112:ISBN 27092:ISBN 27065:ISBN 27047:ISBN 27029:ISBN 26997:ISBN 26971:ISBN 26838:OCLC 26828:ISBN 26771:ISBN 26663:ISBN 26551:ISBN 26431:ISBN 25852:2012 25389:2018 25253:and 25010:> 24667:and 24002:The 23922:norm 23920:the 23553:< 22871:-th 22810:rank 22623:and 21649:and 20542:(if 20495:for 20463:root 19006:and 19000:Muir 17228:det( 17216:for 16676:and 16499:= −( 15900:cf. 14993:The 14965:and 13963:and 13763:and 13675:and 12337:and 12097:and 11984:and 11941:and 11556:and 11537:and 11427:and 11263:and 11217:and 11191:For 11015:and 10993:same 9811:and 9376:The 9289:The 9230:< 8097:The 7300:and 6823:add 6105:< 6079:> 5984:sign 4999:and 4343:The 3509:The 3494:dbi, 3467:has 3291:The 2708:Let 2696:nor 2694:onto 2064:real 2004:and 1714:= (− 1703:sine 1667:and 1633:area 77:det 69:det( 27512:doi 27437:doi 27361:doi 27282:doi 26989:doi 26945:doi 26902:doi 26888:111 26870:doi 26809:hdl 26799:doi 26739:doi 26693:doi 26613:doi 26609:429 26543:doi 25894:JFM 25748:doi 25736:344 25657:doi 25585:doi 25571:512 25532:doi 25264:of 24837:det 24822:det 24804:det 24389:det 24222:). 24185:on 24157:of 24143:≥ 2 24060:log 24042:exp 24021:det 23816:det 23765:Mat 23716:det 23588:sgn 23508:or 23348:det 23272:): 23131:As 22904:of 22675:det 22485:det 22448:det 22059:in 21999:Mat 21954:det 21877:in 21794:det 21779:det 21757:det 21745:det 21730:det 21718:det 21696:det 21681:det 21559:det 21435:of 21232:of 21102:det 20967:det 20732:det 20550:or 20523:in 20483:of 19767:det 19658:det 19636:adj 19618:adj 19548:det 19436:det 19346:det 19324:det 19165:det 19144:det 19092:det 18974:by 18753:det 18705:det 18657:det 18455:det 18325:det 18200:det 18149:adj 18125:det 18101:det 18032:det 18004:adj 17968:det 17855:det 17829:det 17772:of 17744:adj 17681:adj 17644:det 17597:to 17426:det 17307:det 17301:log 17208:in 16866:det 16681:= ( 16653:= ( 16518:det 16486:of 16414:≥ 0 16128:det 15918:det 15623:det 15467:det 15362:det 15345:= 4 15338:= 3 15331:= 2 15284:exp 15269:det 15221:exp 15202:of 15186:of 15178:of 15134:exp 15128:det 15119:log 15047:exp 15026:exp 15020:det 14997:tr( 14664:is 14461:det 14201:det 13986:det 13971:det 13869:det 13844:det 13805:det 13132:det 13117:det 13065:det 12557:det 12542:det 12521:det 12436:det 12410:det 12378:det 12264:det 12249:det 12228:det 12188:det 12167:det 12152:det 12125:det 12051:. 12013:Sum 11887:adj 11868:det 11827:det 11815:det 11791:det 11720:det 11708:det 11684:det 11596:det 11479:det 11442:det 11354:det 11336:det 11294:det 11123:det 11081:det 10931:det 10919:det 10828:det 10816:det 10785:det 10755:det 10672:det 10629:det 10617:det 10571:det 10435:det 10374:det 10362:det 10271:det 10259:det 10228:det 10198:det 10115:det 10072:det 10060:det 10014:det 9995:is 9975:If 9921:det 9906:det 9894:det 9852:det 9636:adj 9627:det 9559:adj 9544:adj 9526:det 9425:adj 9387:adj 9366:n−k 9362:n−k 8798:det 8383:det 7959:of 7569:det 7548:det 7515:det 7499:is 7437:det 7365:det 7353:det 7335:det 7225:det 7199:det 7164:of 7141:54. 6128:det 6008:If 5475:det 5447:det 4856:det 4464:det 4445:as 4264:sgn 4221:det 4123:sgn 3981:det 3782:is 3738:sgn 3488:to 3482:bdi 3465:bdi 2631:vol 2612:det 1849:cos 1804:sin 1730:| | 1688:| | 1672:≡ ( 1657:≡ ( 1639:). 915:19. 778:det 656:det 643:det 572:in 453:is 412:of 112:. 41:In 28108:: 27618:, 27612:, 27608:, 27592:. 27577:, 27571:, 27549:}} 27545:{{ 27537:, 27518:, 27506:, 27502:, 27481:, 27463:MR 27461:, 27422:, 27397:MR 27395:, 27367:, 27302:MR 27300:, 27290:, 27276:, 27190:. 27178:; 27167:MR 27007:MR 27005:, 26995:, 26953:. 26941:10 26939:. 26935:. 26918:MR 26916:, 26908:, 26900:, 26886:, 26868:, 26856:54 26854:, 26836:, 26807:. 26795:28 26793:. 26787:. 26753:, 26745:, 26735:25 26733:, 26729:, 26707:, 26699:, 26689:22 26687:, 26683:, 26661:. 26607:. 26603:. 26549:. 26537:. 26146:: 26142:, 25892:. 25807:^ 25754:. 25746:. 25734:. 25686:. 25653:27 25651:. 25647:. 25591:. 25583:. 25569:. 25546:. 25538:. 25528:84 25526:. 25522:. 25439:, 25380:. 25362:. 25246:uv 25244:+ 25224:. 24500:. 24106:. 24051:tr 23805:, 23568:. 22682:GL 22664:, 22605:GL 22361:GL 22336:GL 22311:GL 22256:. 22129:GL 22111:. 21889:. 21667:BX 21662:= 21621:. 21460:→ 21300:× 21076:, 20465:. 19747:. 19741:QR 19739:, 19737:LU 19117:: 18982:, 18978:, 18970:; 18958:, 18906:= 18429:SL 18355:tr 18212:tr 18140:tr 17867:tr 17670:tr 17627:: 17550:. 17493:tr 17463:tr 17393:tr 17360:= 17322:tr 17263:tr 17238:. 17234:sA 17232:+ 17153:tr 16981:tr 16785:tr 16688:, 16660:, 16353:tr 16048:tr 15916:, 15852:tr 15831:tr 15804:tr 15763:tr 15725:tr 15695:tr 15663:tr 15647:24 15587:tr 15557:tr 15539:tr 15507:tr 15431:tr 15402:tr 15333:, 15293:tr 15101:tr 15090:, 15056:tr 15009:, 14985:. 14693::= 14660:A 14645:0. 14425:. 14302:. 14015:. 13933:tr 13704:tr 13559::= 13473:tr 13456:tr 13442:tr 13410:22 13400:22 13387:12 13377:21 13364:21 13354:12 13341:11 13331:11 13312:22 13299:11 13283:22 13270:11 13231:21 13221:12 13208:21 13198:12 13185:22 13175:11 13162:22 13152:11 13017:21 13007:12 12994:21 12984:12 12971:21 12961:12 12948:21 12938:12 12925:22 12915:11 12902:22 12892:11 12879:22 12869:11 12856:22 12846:11 12807:21 12794:21 12778:12 12765:12 12746:22 12733:22 12717:11 12704:11 12604:tr 12587:tr 12573:tr 12476:. 12077:, 11675:, 11666:× 11561:× 11551:× 11418:× 11404:× 9785:, 9759:, 9594:: 9353:x 9301:x 8094:. 8037:SL 8010:GL 7968:GL 7925:SL 7882:SL 7796:GL 7780:. 7730:GL 7705:SL 7659:GL 7255:× 7188:: 7111:18 6836:13 6729:18 6654:13 6564:13 6158:22 6148:11 5542:). 5367:0. 4451:n- 3819:1. 3525:× 3490:db 3486:bd 3010:. 2058:× 2050:. 2047:bc 2045:− 2043:ad 2030:, 2022:, 2010:, 1998:, 1750:bc 1748:− 1746:ad 1718:, 1676:, 1661:, 1649:bc 1647:− 1645:ad 1613:bc 1611:− 1609:ad 1597:, 1585:+ 1581:, 1577:+ 1571:, 1565:, 1559:, 1085:0. 576:. 501:. 462:−1 440:× 376:× 75:, 27683:e 27676:t 27669:v 27598:. 27555:) 27514:: 27439:: 27424:2 27363:: 27284:: 27255:. 27200:. 27088:5 26991:: 26947:: 26904:: 26894:: 26872:: 26862:: 26817:. 26811:: 26801:: 26741:: 26695:: 26671:. 26621:. 26615:: 26573:. 26545:: 26485:. 26479:: 26439:. 26397:, 26394:a 26391:b 26388:= 26383:| 26377:1 26372:0 26365:0 26360:1 26354:| 26349:a 26346:b 26343:= 26338:| 26332:1 26327:0 26320:0 26315:a 26309:| 26304:b 26301:= 26296:| 26290:b 26285:0 26278:0 26273:a 26267:| 26262:= 26250:| 26244:b 26239:0 26232:0 26227:1 26221:| 26216:a 26213:= 26208:| 26202:1 26197:0 26190:0 26185:1 26179:| 26174:b 26171:a 26168:= 26161:b 26158:a 26144:b 26140:a 26089:. 25854:. 25762:. 25750:: 25742:: 25690:. 25684:" 25681:n 25665:. 25659:: 25632:. 25626:: 25599:. 25587:: 25577:: 25554:. 25534:: 25414:. 25391:. 25255:v 25251:u 25242:A 25233:A 25229:A 25212:n 25188:) 25183:3 25179:n 25175:( 25169:O 25137:) 25132:4 25128:n 25124:( 25118:O 25090:) 25081:n 25077:( 25071:O 25051:) 25048:) 25045:n 25042:( 25039:M 25036:( 25033:O 25013:2 25007:a 24985:a 24981:n 24974:) 24971:n 24968:( 24965:M 24945:) 24942:n 24939:( 24936:M 24916:n 24896:) 24891:3 24887:n 24883:( 24877:O 24849:. 24846:) 24843:U 24840:( 24831:) 24828:L 24825:( 24816:= 24813:) 24810:A 24807:( 24781:A 24761:1 24738:1 24735:+ 24695:P 24675:U 24655:L 24635:U 24615:L 24595:1 24575:P 24549:. 24546:U 24543:L 24540:P 24537:= 24534:A 24511:A 24488:) 24485:! 24482:n 24479:( 24473:O 24453:) 24448:3 24444:n 24440:( 24434:O 24398:) 24395:A 24392:( 24364:1 24331:! 24328:n 24305:n 24299:n 24276:n 24268:( 24256:! 24253:n 24218:- 24204:2 24199:Z 24175:q 24163:R 24159:R 24141:n 24087:. 24084:) 24081:) 24078:) 24075:A 24072:+ 24069:I 24066:( 24057:( 24048:( 24039:= 24036:) 24033:A 24030:+ 24027:I 24024:( 23958:F 23952:L 23949:: 23944:F 23940:/ 23936:L 23932:N 23916:, 23902:2 23898:d 23894:+ 23889:2 23885:c 23881:+ 23876:2 23872:b 23868:+ 23863:2 23859:a 23855:= 23852:) 23849:d 23846:k 23843:+ 23840:c 23837:j 23834:+ 23831:b 23828:i 23825:+ 23822:a 23819:( 23789:) 23786:F 23783:( 23775:n 23769:n 23761:= 23758:A 23731:. 23728:F 23722:A 23719:: 23693:F 23669:A 23636:n 23632:S 23600:) 23594:( 23556:n 23550:k 23530:V 23525:k 23492:V 23472:V 23467:n 23440:n 23436:R 23415:n 23392:. 23387:n 23383:v 23368:1 23364:v 23357:) 23354:T 23351:( 23345:= 23341:) 23335:n 23331:v 23316:1 23312:v 23307:( 23302:) 23298:T 23293:n 23284:( 23260:V 23252:i 23248:v 23227:R 23199:R 23179:T 23174:n 23149:V 23144:n 23112:. 23107:n 23103:v 23099:T 23085:2 23081:v 23077:T 23069:1 23065:v 23061:T 23049:n 23045:v 23030:2 23026:v 23017:1 23013:v 23005:V 23000:n 22985:V 22980:n 22972:: 22969:T 22964:n 22932:T 22912:V 22892:V 22887:n 22859:n 22839:R 22819:n 22792:V 22772:n 22752:V 22746:V 22743:: 22740:T 22706:. 22701:m 22696:G 22686:n 22678:: 22638:) 22631:( 22609:n 22572:m 22552:m 22522:) 22519:) 22516:) 22511:j 22508:, 22505:i 22501:a 22497:( 22494:f 22491:( 22488:( 22482:= 22479:) 22476:) 22473:) 22468:j 22465:, 22462:i 22458:a 22454:( 22451:( 22445:( 22442:f 22419:f 22399:R 22379:) 22376:S 22373:( 22365:n 22354:) 22351:R 22348:( 22340:n 22332:: 22329:) 22326:f 22323:( 22315:n 22290:S 22284:R 22281:: 22278:f 22240:R 22216:R 22196:n 22190:n 22163:, 22154:R 22147:) 22144:R 22141:( 22133:n 22094:Z 22090:= 22087:R 22067:R 22043:R 22023:) 22020:R 22017:( 22009:n 22003:n 21992:A 21969:1 21966:= 21963:) 21960:I 21957:( 21929:Z 21908:R 21887:T 21883:V 21879:V 21871:V 21851:V 21845:V 21842:: 21839:T 21806:. 21803:) 21800:B 21797:( 21791:= 21788:) 21785:X 21782:( 21774:1 21767:) 21763:X 21760:( 21754:) 21751:B 21748:( 21742:= 21739:) 21736:X 21733:( 21727:) 21724:B 21721:( 21713:1 21706:) 21702:X 21699:( 21693:= 21690:) 21687:A 21684:( 21664:X 21660:A 21655:X 21651:B 21647:A 21602:. 21598:u 21594:d 21589:| 21585:) 21581:u 21577:( 21574:) 21571:f 21565:D 21562:( 21555:| 21551:) 21548:) 21544:u 21540:( 21537:f 21534:( 21526:U 21518:= 21514:v 21510:d 21506:) 21502:v 21498:( 21490:) 21487:U 21484:( 21481:f 21462:R 21458:R 21454:φ 21449:U 21447:( 21445:f 21441:f 21437:R 21433:U 21426:f 21401:. 21396:n 21390:j 21387:, 21384:i 21378:1 21373:) 21365:j 21361:x 21350:i 21346:f 21336:( 21331:= 21328:) 21325:f 21322:( 21319:D 21302:n 21298:n 21280:, 21275:n 21270:R 21260:n 21255:R 21250:: 21247:f 21234:f 21205:2 21200:R 21190:2 21185:R 21177:f 21145:| 21141:) 21138:d 21132:c 21129:, 21126:c 21120:b 21117:, 21114:b 21108:a 21105:( 21098:| 21089:6 21086:1 21064:d 21061:, 21058:c 21055:, 21052:b 21049:, 21046:a 21012:. 21009:) 21006:S 21003:( 20991:) 20987:A 20981:T 20976:A 20971:( 20962:= 20959:) 20956:) 20953:S 20950:( 20947:f 20944:( 20915:) 20912:S 20909:( 20906:f 20894:- 20882:n 20862:A 20842:n 20836:m 20814:m 20809:R 20799:n 20794:R 20789:: 20786:f 20766:S 20745:| 20741:) 20738:A 20735:( 20728:| 20707:) 20704:S 20701:( 20698:f 20669:n 20664:R 20656:S 20636:A 20614:n 20609:R 20599:n 20594:R 20589:: 20586:f 20560:A 20544:A 20536:A 20532:A 20517:R 20497:R 20489:R 20485:n 20433:1 20427:n 20407:x 20384:. 20379:| 20373:) 20370:x 20367:( 20362:) 20359:1 20353:n 20350:( 20345:n 20341:f 20330:) 20327:x 20324:( 20319:) 20316:1 20310:n 20307:( 20302:2 20298:f 20292:) 20289:x 20286:( 20281:) 20278:1 20272:n 20269:( 20264:1 20260:f 20230:) 20227:x 20224:( 20216:n 20212:f 20201:) 20198:x 20195:( 20187:2 20183:f 20177:) 20174:x 20171:( 20163:1 20159:f 20151:) 20148:x 20145:( 20140:n 20136:f 20125:) 20122:x 20119:( 20114:2 20110:f 20104:) 20101:x 20098:( 20093:1 20089:f 20082:| 20077:= 20074:) 20071:x 20068:( 20065:) 20060:n 20056:f 20052:, 20046:, 20041:1 20037:f 20033:( 20030:W 19999:1 19993:n 19973:) 19970:x 19967:( 19962:n 19958:f 19954:, 19948:, 19945:) 19942:x 19939:( 19934:1 19930:f 19905:3 19899:3 19870:3 19866:v 19843:3 19838:R 19828:2 19824:v 19820:, 19815:1 19811:v 19790:A 19770:A 19723:) 19718:3 19714:n 19710:( 19704:O 19681:. 19676:n 19672:I 19667:) 19664:A 19661:( 19655:= 19652:A 19648:) 19645:A 19642:( 19633:= 19630:) 19627:A 19624:( 19614:A 19601:A 19585:j 19581:a 19557:) 19554:A 19551:( 19543:i 19539:x 19535:= 19530:] 19522:n 19518:a 19505:1 19502:+ 19499:i 19495:a 19487:j 19483:a 19475:1 19469:i 19465:a 19452:1 19448:a 19441:[ 19431:j 19427:x 19421:n 19416:1 19413:= 19410:j 19402:= 19397:] 19389:n 19385:a 19374:b 19362:1 19358:a 19351:[ 19343:= 19340:) 19335:i 19331:A 19327:( 19301:b 19281:A 19261:i 19239:i 19235:A 19211:n 19208:, 19202:, 19199:3 19196:, 19193:2 19190:, 19187:1 19184:= 19181:i 19174:) 19171:A 19168:( 19160:) 19155:i 19151:A 19147:( 19138:= 19133:i 19129:x 19101:) 19098:A 19095:( 19072:x 19052:b 19049:= 19046:x 19043:A 18908:n 18904:m 18899:n 18895:m 18785:. 18781:b 18773:a 18769:= 18762:) 18759:A 18756:( 18747:c 18733:a 18725:c 18721:= 18714:) 18711:A 18708:( 18699:b 18685:c 18677:b 18673:= 18666:) 18663:A 18660:( 18651:a 18614:c 18611:, 18608:b 18605:, 18602:a 18580:] 18574:c 18569:b 18564:a 18558:[ 18553:= 18550:A 18530:3 18524:3 18499:n 18493:l 18490:s 18464:1 18461:= 18458:A 18433:n 18397:. 18393:) 18388:2 18380:( 18376:O 18373:+ 18367:) 18364:X 18361:( 18352:+ 18349:1 18346:= 18343:) 18340:X 18334:+ 18331:I 18328:( 18302:I 18299:= 18296:A 18280:, 18267:) 18262:2 18254:( 18250:O 18247:+ 18240:) 18236:X 18231:1 18224:A 18219:( 18209:) 18206:A 18203:( 18197:= 18193:) 18188:2 18180:( 18176:O 18173:+ 18167:) 18164:X 18161:) 18158:A 18155:( 18146:( 18137:= 18134:) 18131:A 18128:( 18119:) 18116:X 18110:+ 18107:A 18104:( 18075:. 18070:i 18067:j 18062:) 18057:1 18050:A 18046:( 18041:) 18038:A 18035:( 18029:= 18024:i 18021:j 18017:) 18013:A 18010:( 18001:= 17993:j 17990:i 17986:A 17977:) 17974:A 17971:( 17939:A 17916:. 17912:) 17902:d 17897:A 17894:d 17886:1 17879:A 17874:( 17864:) 17861:A 17858:( 17852:= 17843:d 17838:) 17835:A 17832:( 17826:d 17800:A 17780:A 17756:) 17753:A 17750:( 17721:. 17717:) 17707:d 17702:A 17699:d 17693:) 17690:A 17687:( 17677:( 17667:= 17658:d 17653:) 17650:A 17647:( 17641:d 17606:R 17583:n 17577:n 17572:R 17519:. 17513:) 17508:2 17504:A 17500:( 17488:n 17485:1 17475:) 17472:A 17469:( 17458:n 17455:1 17444:n 17441:1 17436:) 17432:A 17429:( 17416:) 17411:1 17404:A 17400:( 17389:n 17362:I 17358:A 17340:) 17337:I 17331:A 17328:( 17316:) 17313:A 17310:( 17294:) 17288:1 17281:A 17274:I 17270:( 17249:A 17236:) 17230:I 17223:n 17219:m 17214:s 17210:s 17189:, 17183:k 17178:) 17173:) 17168:j 17164:A 17160:( 17148:j 17142:j 17138:s 17132:j 17128:) 17124:1 17118:( 17105:1 17102:= 17099:j 17087:( 17079:! 17076:k 17072:1 17060:0 17057:= 17054:k 17035:I 17017:, 17011:k 17006:) 17001:) 16996:j 16992:A 16988:( 16976:j 16970:j 16966:) 16962:1 16956:( 16943:1 16940:= 16937:j 16925:( 16917:! 16914:k 16910:1 16898:0 16895:= 16892:k 16884:= 16881:) 16878:A 16875:+ 16872:I 16869:( 16853:A 16845:n 16828:. 16823:I 16818:I 16814:A 16808:I 16800:= 16797:) 16794:A 16791:( 16782:, 16777:K 16772:J 16768:B 16762:I 16757:K 16753:A 16747:K 16739:= 16734:I 16729:J 16725:) 16721:B 16718:A 16715:( 16702:) 16699:r 16697:j 16693:2 16690:j 16686:1 16683:j 16679:J 16674:) 16671:r 16669:i 16665:2 16662:i 16658:1 16655:i 16651:I 16644:J 16642:A 16624:. 16621:) 16616:n 16612:s 16608:, 16602:, 16597:2 16593:s 16589:, 16584:1 16580:s 16576:( 16571:n 16567:B 16560:! 16557:n 16550:n 16546:) 16542:1 16536:( 16530:= 16527:) 16524:A 16521:( 16505:A 16501:l 16496:l 16492:s 16488:n 16467:. 16464:n 16461:= 16456:l 16452:k 16448:l 16443:n 16438:1 16435:= 16432:l 16411:l 16409:k 16391:, 16384:l 16380:k 16374:) 16369:l 16365:A 16361:( 16347:! 16342:l 16338:k 16330:l 16326:k 16321:l 16313:1 16310:+ 16305:l 16301:k 16296:) 16292:1 16286:( 16278:n 16273:1 16270:= 16267:l 16254:n 16251:= 16246:n 16242:k 16238:n 16235:+ 16229:+ 16224:2 16220:k 16216:2 16213:+ 16208:1 16204:k 16196:0 16188:n 16184:k 16180:, 16174:, 16169:2 16165:k 16161:, 16156:1 16152:k 16140:= 16137:) 16134:A 16131:( 16102:. 16096:) 16093:n 16087:m 16081:1 16078:( 16068:) 16063:k 16059:A 16055:( 16043:k 16040:+ 16037:m 16031:n 16027:c 16021:m 16016:1 16013:= 16010:k 16000:m 15997:1 15989:= 15984:m 15978:n 15974:c 15961:; 15958:1 15955:= 15950:n 15946:c 15927:0 15924:c 15920:A 15914:n 15881:. 15877:) 15872:) 15867:4 15863:A 15859:( 15849:6 15843:) 15840:A 15837:( 15824:) 15819:3 15815:A 15811:( 15801:8 15798:+ 15793:2 15788:) 15783:) 15778:2 15774:A 15770:( 15759:( 15754:3 15751:+ 15746:2 15741:) 15737:) 15734:A 15731:( 15721:( 15715:) 15710:2 15706:A 15702:( 15692:6 15684:4 15679:) 15675:) 15672:A 15669:( 15659:( 15653:( 15644:1 15639:= 15632:) 15629:A 15626:( 15616:, 15612:) 15607:) 15602:3 15598:A 15594:( 15584:2 15581:+ 15577:) 15572:2 15568:A 15564:( 15551:) 15548:A 15545:( 15536:3 15528:3 15523:) 15519:) 15516:A 15513:( 15503:( 15497:( 15491:6 15488:1 15483:= 15476:) 15473:A 15470:( 15460:, 15456:) 15451:) 15446:2 15442:A 15438:( 15423:2 15418:) 15414:) 15411:A 15408:( 15398:( 15392:( 15386:2 15383:1 15378:= 15371:) 15368:A 15365:( 15343:n 15336:n 15329:n 15311:. 15308:) 15305:) 15302:L 15299:( 15290:( 15281:= 15278:) 15275:A 15272:( 15256:A 15239:A 15236:= 15233:) 15230:L 15227:( 15208:L 15204:A 15196:A 15192:λ 15188:A 15184:λ 15180:A 15172:A 15155:. 15152:) 15149:) 15146:) 15143:A 15140:( 15131:( 15125:( 15116:= 15113:) 15110:A 15107:( 15088:A 15071:) 15068:) 15065:A 15062:( 15053:( 15044:= 15041:) 15038:) 15035:A 15032:( 15023:( 15007:A 15003:A 14999:A 14973:n 14953:1 14933:k 14908:] 14900:k 14897:, 14894:k 14890:a 14877:2 14874:, 14871:k 14867:a 14859:1 14856:, 14853:k 14849:a 14817:k 14814:, 14811:2 14807:a 14794:2 14791:, 14788:2 14784:a 14776:1 14773:, 14770:2 14766:a 14756:k 14753:, 14750:1 14746:a 14733:2 14730:, 14727:1 14723:a 14715:1 14712:, 14709:1 14705:a 14698:[ 14688:k 14684:A 14642:= 14639:) 14633:( 14628:A 14576:A 14552:A 14532:I 14508:t 14485:. 14482:) 14479:A 14473:I 14467:t 14464:( 14458:= 14455:) 14452:t 14449:( 14444:A 14413:A 14393:0 14373:A 14353:A 14333:0 14313:A 14283:. 14278:n 14265:2 14255:1 14247:= 14242:i 14232:n 14227:1 14224:= 14221:i 14213:= 14210:) 14207:A 14204:( 14184:A 14180:μ 14176:μ 14157:n 14149:, 14143:, 14138:2 14130:, 14125:1 14108:n 14094:A 14070:n 14064:n 14044:A 14003:1 14000:= 13997:) 13993:i 13989:( 13983:= 13980:) 13977:I 13974:( 13951:0 13948:= 13945:) 13941:i 13937:( 13909:. 13904:2 13900:b 13896:+ 13891:2 13887:a 13883:= 13880:) 13876:i 13872:( 13864:2 13860:b 13856:+ 13853:) 13850:I 13847:( 13839:2 13835:a 13831:= 13828:) 13824:i 13820:b 13817:+ 13814:I 13811:a 13808:( 13781:i 13777:b 13774:= 13771:B 13751:I 13748:a 13745:= 13742:A 13722:0 13719:= 13716:) 13712:i 13708:( 13683:b 13663:a 13641:) 13635:0 13630:1 13623:1 13615:0 13609:( 13604:b 13601:+ 13596:) 13590:1 13585:0 13578:0 13573:1 13567:( 13562:a 13555:i 13551:b 13548:+ 13545:I 13542:a 13522:2 13516:2 13489:. 13486:) 13483:B 13480:A 13477:( 13466:) 13463:B 13460:( 13452:) 13449:A 13446:( 13415:) 13406:B 13396:A 13392:+ 13383:B 13373:A 13369:+ 13360:B 13350:A 13346:+ 13337:B 13327:A 13323:( 13317:) 13308:B 13304:+ 13295:B 13291:( 13288:) 13279:A 13275:+ 13266:A 13262:( 13236:. 13227:A 13217:B 13204:B 13194:A 13181:A 13171:B 13167:+ 13158:B 13148:A 13144:+ 13141:) 13138:B 13135:( 13129:+ 13126:) 13123:A 13120:( 13094:B 13074:) 13071:A 13068:( 13045:A 13022:. 13013:B 13003:B 12990:B 12980:A 12967:A 12957:B 12944:A 12934:A 12921:B 12911:B 12907:+ 12898:B 12888:A 12884:+ 12875:A 12865:B 12861:+ 12852:A 12842:A 12815:. 12812:) 12803:B 12799:+ 12790:A 12786:( 12783:) 12774:B 12770:+ 12761:A 12757:( 12751:) 12742:B 12738:+ 12729:A 12725:( 12722:) 12713:B 12709:+ 12700:A 12696:( 12671:j 12668:i 12664:B 12660:, 12655:j 12652:i 12648:A 12620:. 12617:) 12614:B 12611:A 12608:( 12597:) 12594:B 12591:( 12583:) 12580:A 12577:( 12569:+ 12566:) 12563:B 12560:( 12554:+ 12551:) 12548:A 12545:( 12539:= 12536:) 12533:B 12530:+ 12527:A 12524:( 12498:2 12492:2 12470:n 12456:, 12450:n 12445:) 12442:B 12439:( 12430:+ 12424:n 12419:) 12416:A 12413:( 12398:n 12393:) 12390:B 12387:+ 12384:A 12381:( 12355:n 12349:n 12339:B 12335:A 12321:n 12315:n 12297:n 12277:. 12273:) 12270:B 12267:( 12261:+ 12258:) 12255:A 12252:( 12243:) 12240:B 12237:+ 12234:A 12231:( 12207:, 12203:) 12200:C 12197:+ 12194:B 12191:( 12185:+ 12182:) 12179:C 12176:+ 12173:A 12170:( 12161:) 12158:C 12155:( 12149:+ 12146:) 12143:C 12140:+ 12137:B 12134:+ 12131:A 12128:( 12105:C 12085:B 12065:A 12049:B 12045:A 12031:B 12028:+ 12025:A 11995:A 11992:B 11972:B 11969:A 11949:B 11929:A 11906:. 11903:c 11899:) 11896:X 11893:( 11883:r 11880:+ 11877:) 11874:X 11871:( 11865:= 11861:) 11857:c 11852:1 11845:X 11841:r 11838:+ 11835:1 11831:( 11824:) 11821:X 11818:( 11812:= 11809:) 11806:r 11803:c 11800:+ 11797:X 11794:( 11767:, 11763:) 11759:A 11754:1 11747:X 11743:B 11740:+ 11734:n 11729:I 11724:( 11717:) 11714:X 11711:( 11705:= 11702:) 11699:B 11696:A 11693:+ 11690:X 11687:( 11673:X 11668:m 11664:m 11645:. 11642:c 11639:r 11636:+ 11633:1 11630:= 11626:) 11622:r 11619:c 11616:+ 11610:m 11605:I 11600:( 11584:m 11580:r 11576:c 11563:n 11559:n 11553:m 11549:m 11543:n 11539:I 11534:m 11530:I 11513:, 11509:) 11505:A 11502:B 11499:+ 11493:n 11488:I 11483:( 11476:= 11472:) 11468:B 11465:A 11462:+ 11456:m 11451:I 11446:( 11429:B 11425:A 11420:m 11416:n 11411:B 11406:n 11402:m 11397:A 11372:. 11369:) 11366:B 11363:+ 11360:A 11357:( 11351:) 11348:B 11342:A 11339:( 11333:= 11328:) 11322:A 11317:B 11310:B 11305:A 11299:( 11271:B 11251:A 11231:C 11228:= 11225:B 11205:D 11202:= 11199:A 11176:2 11170:2 11147:. 11144:) 11141:C 11138:B 11132:D 11129:A 11126:( 11120:= 11115:) 11109:D 11104:C 11097:B 11092:A 11086:( 11058:C 11055:D 11052:= 11049:D 11046:C 11023:D 11003:C 10965:. 10962:) 10959:C 10954:1 10947:D 10943:B 10937:A 10934:( 10928:) 10925:D 10922:( 10916:= 10904:) 10896:n 10892:I 10886:0 10877:1 10870:D 10866:B 10861:C 10856:1 10849:D 10845:B 10839:A 10833:( 10825:) 10822:D 10819:( 10813:= 10799:1 10792:) 10788:D 10782:( 10778:= 10774:) 10769:1 10762:D 10758:( 10751:= 10739:) 10731:1 10724:D 10718:C 10713:1 10706:D 10695:0 10688:m 10684:I 10677:( 10663:) 10657:D 10652:C 10645:B 10640:A 10634:( 10626:) 10623:D 10620:( 10614:= 10605:) 10599:D 10594:C 10587:B 10582:A 10576:( 10544:D 10521:1 10515:1 10495:D 10475:) 10472:B 10467:1 10460:A 10456:C 10450:D 10447:( 10444:) 10441:A 10438:( 10408:, 10405:) 10402:B 10397:1 10390:A 10386:C 10380:D 10377:( 10371:) 10368:A 10365:( 10359:= 10347:) 10341:B 10336:1 10329:A 10325:C 10319:D 10312:1 10305:A 10301:C 10294:0 10287:m 10283:I 10276:( 10268:) 10265:A 10262:( 10256:= 10242:1 10235:) 10231:A 10225:( 10221:= 10217:) 10212:1 10205:A 10201:( 10194:= 10182:) 10174:n 10170:I 10164:0 10157:B 10152:1 10145:A 10134:1 10127:A 10120:( 10106:) 10100:D 10095:C 10088:B 10083:A 10077:( 10069:) 10066:A 10063:( 10057:= 10048:) 10042:D 10037:C 10030:B 10025:A 10019:( 9983:A 9960:. 9955:) 9949:D 9944:0 9937:B 9932:A 9926:( 9918:= 9915:) 9912:D 9909:( 9903:) 9900:A 9897:( 9891:= 9886:) 9880:D 9875:C 9868:0 9863:A 9857:( 9825:n 9819:n 9799:m 9793:n 9773:n 9767:m 9747:m 9741:m 9721:D 9718:, 9715:C 9712:, 9709:B 9706:, 9703:A 9679:2 9673:2 9645:. 9642:A 9630:A 9623:1 9618:= 9613:1 9606:A 9575:. 9572:A 9568:) 9565:A 9556:( 9553:= 9550:A 9541:A 9538:= 9535:I 9532:) 9529:A 9523:( 9497:. 9492:i 9489:j 9485:M 9479:j 9476:+ 9473:i 9469:) 9465:1 9459:( 9456:= 9451:j 9448:, 9445:i 9441:) 9437:) 9434:A 9431:( 9422:( 9399:) 9396:A 9393:( 9355:k 9351:k 9330:) 9325:k 9322:n 9317:( 9303:n 9299:n 9291:n 9277:. 9273:) 9267:i 9263:x 9254:j 9250:x 9245:( 9239:n 9233:j 9227:i 9221:1 9213:= 9208:| 9200:1 9194:n 9189:n 9185:x 9172:1 9166:n 9161:3 9157:x 9149:1 9143:n 9138:2 9134:x 9126:1 9120:n 9115:1 9111:x 9074:2 9069:n 9065:x 9052:2 9047:3 9043:x 9035:2 9030:2 9026:x 9018:2 9013:1 9009:x 8999:n 8995:x 8982:3 8978:x 8970:2 8966:x 8958:1 8954:x 8946:1 8936:1 8931:1 8926:1 8920:| 8891:. 8886:j 8883:, 8880:i 8876:M 8870:j 8867:, 8864:i 8860:a 8854:j 8851:+ 8848:i 8844:) 8840:1 8834:( 8829:n 8824:1 8821:= 8818:i 8810:= 8807:) 8804:A 8801:( 8773:j 8751:2 8745:2 8720:| 8714:h 8709:g 8702:e 8697:d 8691:| 8686:c 8683:+ 8678:| 8672:i 8667:g 8660:f 8655:d 8649:| 8644:b 8636:| 8630:i 8625:h 8618:f 8613:e 8607:| 8602:a 8599:= 8594:| 8588:i 8583:h 8578:g 8571:f 8566:e 8561:d 8554:c 8549:b 8544:a 8538:| 8513:1 8510:= 8507:i 8495:i 8476:, 8471:j 8468:, 8465:i 8461:M 8455:j 8452:, 8449:i 8445:a 8439:j 8436:+ 8433:i 8429:) 8425:1 8419:( 8414:n 8409:1 8406:= 8403:j 8395:= 8392:) 8389:A 8386:( 8360:i 8334:j 8331:, 8328:i 8324:M 8318:j 8315:+ 8312:i 8308:) 8304:1 8298:( 8278:j 8258:i 8238:A 8218:) 8215:1 8209:n 8206:( 8200:) 8197:1 8191:n 8188:( 8166:j 8163:, 8160:i 8156:M 8128:A 8076:K 8055:) 8052:K 8049:( 8041:n 8032:/ 8028:) 8025:K 8022:( 8014:n 7986:) 7983:K 7980:( 7972:n 7943:) 7940:K 7937:( 7929:n 7900:) 7897:K 7894:( 7886:n 7861:K 7835:K 7814:) 7811:K 7808:( 7800:n 7770:n 7748:) 7745:K 7742:( 7734:n 7723:) 7720:K 7717:( 7709:n 7677:) 7674:K 7671:( 7663:n 7635:K 7615:n 7603:. 7589:1 7582:] 7578:) 7575:A 7572:( 7566:[ 7563:= 7557:) 7554:A 7551:( 7544:1 7539:= 7535:) 7530:1 7523:A 7519:( 7483:A 7460:A 7440:B 7417:A 7397:B 7374:) 7371:B 7368:( 7362:) 7359:A 7356:( 7350:= 7347:) 7344:B 7341:A 7338:( 7308:B 7288:A 7266:n 7262:n 7257:n 7253:n 7246:. 7234:) 7231:A 7228:( 7222:= 7218:) 7212:T 7207:A 7203:( 7186:A 7172:A 7138:= 7135:) 7132:) 7129:1 7123:( 7117:3 7108:( 7102:= 7098:| 7094:E 7090:| 7083:= 7079:| 7075:A 7071:| 7043:| 7039:D 7035:| 7031:= 7027:| 7023:E 7019:| 6994:| 6990:C 6986:| 6979:= 6975:| 6971:D 6967:| 6942:| 6938:C 6934:| 6930:= 6926:| 6922:B 6918:| 6894:| 6890:B 6886:| 6882:= 6878:| 6874:A 6870:| 6839:3 6785:] 6779:1 6771:0 6766:0 6759:4 6754:3 6749:0 6742:2 6737:3 6723:[ 6718:= 6715:E 6690:] 6684:1 6676:0 6671:0 6664:4 6659:3 6647:2 6642:3 6634:5 6628:[ 6623:= 6620:D 6595:] 6589:1 6581:0 6576:0 6569:4 6559:3 6552:2 6547:5 6542:3 6533:[ 6528:= 6525:C 6501:] 6495:1 6487:3 6482:0 6475:4 6470:1 6465:3 6458:2 6453:1 6445:3 6436:[ 6431:= 6428:B 6402:A 6378:. 6373:] 6367:1 6359:3 6354:3 6344:4 6339:1 6334:2 6327:2 6322:1 6314:2 6305:[ 6300:= 6297:A 6274:A 6216:. 6211:i 6208:i 6204:a 6198:n 6193:1 6190:= 6187:i 6179:= 6174:n 6171:n 6167:a 6154:a 6144:a 6140:= 6137:) 6134:A 6131:( 6108:j 6102:i 6082:j 6076:i 6056:0 6053:= 6048:j 6045:i 6041:a 6016:A 5970:. 5966:| 5960:n 5956:a 5952:, 5946:, 5941:4 5937:a 5933:, 5928:3 5924:a 5920:, 5915:2 5911:a 5907:, 5902:1 5898:a 5893:| 5889:= 5885:| 5879:n 5875:a 5871:, 5865:, 5860:4 5856:a 5852:, 5847:2 5843:a 5839:, 5834:3 5830:a 5826:, 5821:1 5817:a 5812:| 5805:= 5801:| 5795:n 5791:a 5787:, 5779:4 5775:a 5771:, 5766:2 5762:a 5758:, 5753:1 5749:a 5745:, 5740:3 5736:a 5731:| 5710:. 5706:| 5700:n 5696:a 5692:, 5686:, 5681:j 5677:a 5673:, 5667:, 5662:i 5658:a 5654:, 5648:, 5643:1 5639:a 5634:| 5627:= 5623:| 5617:n 5613:a 5609:, 5603:, 5598:i 5594:a 5587:, 5582:j 5578:a 5574:, 5568:, 5563:1 5559:a 5554:| 5530:A 5510:n 5504:n 5484:) 5481:A 5478:( 5470:n 5466:c 5462:= 5459:) 5456:A 5453:c 5450:( 5413:A 5399:n 5393:n 5364:= 5360:| 5354:n 5350:a 5346:, 5340:, 5337:v 5334:, 5328:, 5325:v 5322:, 5316:, 5311:1 5307:a 5302:| 5262:| 5256:n 5252:a 5248:, 5242:, 5239:w 5236:, 5230:, 5225:1 5221:a 5216:| 5212:+ 5208:| 5202:n 5198:a 5191:, 5188:v 5185:, 5179:, 5174:1 5170:a 5165:| 5158:r 5155:= 5144:| 5138:n 5134:a 5130:, 5124:, 5119:1 5116:+ 5113:j 5109:a 5105:, 5102:w 5099:+ 5096:v 5090:r 5087:, 5082:1 5076:j 5072:a 5068:, 5062:, 5057:1 5053:a 5047:| 5042:= 5034:| 5030:A 5026:| 5009:A 5005:r 5001:w 4997:v 4980:w 4977:+ 4974:v 4968:r 4965:= 4960:j 4956:a 4932:A 4922:j 4909:. 4893:I 4873:1 4870:= 4866:) 4863:I 4860:( 4841:i 4837:i 4821:i 4817:a 4790:, 4785:) 4778:n 4774:a 4770:, 4764:, 4759:1 4755:a 4749:( 4744:= 4741:A 4718:n 4708:A 4694:n 4688:n 4656:. 4653:} 4650:n 4647:, 4641:, 4638:1 4635:{ 4625:n 4608:, 4601:n 4597:i 4593:, 4590:n 4586:a 4574:1 4570:i 4566:, 4563:1 4559:a 4551:n 4547:i 4538:1 4534:i 4521:n 4517:i 4513:, 4507:, 4502:2 4498:i 4494:, 4489:1 4485:i 4476:= 4473:) 4470:A 4467:( 4447:0 4433:} 4430:n 4427:, 4421:, 4418:1 4415:{ 4403:- 4401:n 4383:n 4379:i 4375:, 4369:, 4364:1 4360:i 4339:. 4326:) 4320:) 4317:i 4314:( 4308:, 4305:i 4301:a 4295:n 4290:1 4287:= 4284:i 4276:) 4270:( 4260:( 4252:n 4248:S 4233:= 4230:) 4227:A 4224:( 4191:. 4186:) 4183:n 4180:( 4174:, 4171:n 4167:a 4158:) 4155:1 4152:( 4146:, 4143:1 4139:a 4135:) 4129:( 4116:n 4112:S 4097:= 4092:| 4084:n 4081:, 4078:n 4074:a 4065:1 4062:, 4059:n 4055:a 4034:n 4031:, 4028:1 4024:a 4015:1 4012:, 4009:1 4005:a 3998:| 3993:= 3990:) 3987:A 3984:( 3951:, 3946:] 3938:n 3935:, 3932:n 3928:a 3919:1 3916:, 3913:n 3909:a 3888:n 3885:, 3882:1 3878:a 3869:1 3866:, 3863:1 3859:a 3852:[ 3847:= 3844:A 3796:, 3793:1 3790:+ 3750:) 3744:( 3716:n 3712:S 3687:) 3684:n 3681:( 3675:, 3669:, 3666:) 3663:2 3660:( 3654:, 3651:) 3648:1 3645:( 3599:} 3596:n 3593:, 3587:, 3584:2 3581:, 3578:1 3575:{ 3547:n 3541:n 3527:n 3523:n 3477:i 3473:d 3469:b 3445:. 3442:h 3439:f 3436:a 3430:i 3427:d 3424:b 3418:g 3415:e 3412:c 3406:h 3403:d 3400:c 3397:+ 3394:g 3391:f 3388:b 3385:+ 3382:i 3379:e 3376:a 3373:= 3368:| 3362:i 3357:h 3352:g 3345:f 3340:e 3335:d 3328:c 3323:b 3318:a 3312:| 3266:A 3249:. 3244:| 3236:n 3233:, 3230:n 3226:a 3213:2 3210:, 3207:n 3203:a 3195:1 3192:, 3189:n 3185:a 3153:n 3150:, 3147:2 3143:a 3130:2 3127:, 3124:2 3120:a 3112:1 3109:, 3106:2 3102:a 3092:n 3089:, 3086:1 3082:a 3069:2 3066:, 3063:1 3059:a 3051:1 3048:, 3045:1 3041:a 3034:| 3019:A 3015:A 2992:1 2989:, 2986:1 2982:a 2958:. 2953:] 2945:n 2942:, 2939:n 2935:a 2922:2 2919:, 2916:n 2912:a 2904:1 2901:, 2898:n 2894:a 2862:n 2859:, 2856:2 2852:a 2839:2 2836:, 2833:2 2829:a 2821:1 2818:, 2815:2 2811:a 2801:n 2798:, 2795:1 2791:a 2778:2 2775:, 2772:1 2768:a 2760:1 2757:, 2754:1 2750:a 2743:[ 2738:= 2735:A 2722:n 2718:n 2710:A 2690:A 2682:n 2678:A 2674:n 2666:A 2658:n 2644:, 2641:) 2638:P 2635:( 2624:= 2621:) 2618:A 2615:( 2602:n 2583:. 2579:} 2575:i 2566:1 2558:i 2554:c 2547:0 2539:n 2534:a 2527:n 2523:c 2519:+ 2513:+ 2508:1 2503:a 2496:1 2492:c 2487:{ 2483:= 2480:P 2460:, 2455:n 2450:a 2445:, 2439:, 2434:2 2429:a 2424:, 2419:1 2414:a 2398:n 2392:n 2377:A 2354:. 2349:n 2344:a 2339:= 2334:) 2328:1 2314:0 2307:0 2301:( 2296:A 2292:, 2285:, 2280:2 2275:a 2270:= 2265:) 2259:0 2245:1 2238:0 2232:( 2227:A 2223:, 2218:1 2213:a 2208:= 2203:) 2197:0 2183:0 2176:1 2170:( 2165:A 2141:] 2132:n 2127:a 2113:2 2108:a 2099:1 2094:a 2085:[ 2081:= 2078:A 2068:A 2060:n 2056:n 2034:) 2032:d 2028:c 2024:b 2020:a 2018:( 2014:) 2012:d 2008:c 2006:( 2002:) 2000:b 1996:a 1994:( 1969:A 1940:. 1937:c 1934:b 1928:d 1925:a 1922:= 1917:) 1911:d 1904:c 1898:( 1888:) 1882:a 1875:b 1866:( 1861:= 1844:| 1840:v 1836:| 1830:| 1820:u 1815:| 1811:= 1799:| 1794:v 1789:| 1783:| 1778:u 1773:| 1769:= 1732:v 1728:u 1726:| 1722:) 1720:a 1716:b 1712:u 1699:θ 1694:θ 1690:v 1686:u 1684:| 1680:) 1678:d 1674:c 1670:v 1665:) 1663:b 1659:a 1655:u 1622:A 1618:A 1601:) 1599:d 1595:c 1593:( 1589:) 1587:d 1583:b 1579:c 1575:a 1573:( 1569:) 1567:b 1563:a 1561:( 1545:A 1541:A 1529:A 1499:. 1494:| 1488:d 1483:c 1476:b 1471:a 1465:| 1457:r 1454:= 1451:) 1448:c 1445:b 1439:d 1436:a 1433:( 1430:r 1427:= 1424:c 1421:r 1418:b 1412:d 1409:a 1406:r 1403:= 1398:| 1392:d 1387:c 1381:r 1374:b 1369:a 1363:r 1357:| 1332:r 1309:. 1304:| 1294:d 1288:c 1277:b 1271:a 1265:| 1260:+ 1255:| 1249:d 1244:c 1237:b 1232:a 1226:| 1221:= 1218:c 1215:) 1208:b 1204:+ 1201:b 1198:( 1192:) 1185:d 1181:+ 1178:d 1175:( 1172:a 1169:= 1164:| 1154:d 1150:+ 1147:d 1142:c 1131:b 1127:+ 1124:b 1119:a 1113:| 1082:= 1079:a 1076:b 1070:b 1067:a 1064:= 1059:| 1053:b 1048:a 1041:b 1036:a 1030:| 1003:) 997:1 992:0 985:0 980:1 974:( 949:2 943:2 909:= 906:) 903:1 897:7 894:( 888:) 885:) 882:4 876:( 870:3 867:( 864:= 859:| 852:4 843:1 836:7 831:3 825:| 820:= 815:) 809:4 801:1 794:7 789:3 783:( 752:. 749:c 746:b 740:d 737:a 734:= 729:| 723:d 718:c 711:b 706:a 700:| 695:= 690:) 684:d 679:c 672:b 667:a 661:( 627:) 621:d 616:c 609:b 604:a 598:( 554:n 538:n 530:n 464:. 457:. 455:1 442:n 438:n 414:n 396:! 393:n 378:n 374:n 356:. 353:h 350:f 347:a 341:i 338:d 335:b 329:g 326:e 323:c 317:h 314:d 311:c 308:+ 305:g 302:f 299:b 296:+ 293:i 290:e 287:a 284:= 279:| 273:i 268:h 263:g 256:f 251:e 246:d 239:c 234:b 229:a 223:| 191:, 188:c 185:b 179:d 176:a 173:= 168:| 162:d 157:c 150:b 145:a 139:| 87:A 79:A 73:) 71:A 64:A 38:. 20:)

Index

Matrix determinant
Risk factor
Epitope
mathematics
scalar
function
square matrix
linear map
basis
if and only if
invertible
isomorphism
triangular matrix
Leibniz formula
factorial
Laplace expansion
linear combination
Gaussian elimination
row echelon form
identity matrix
matrix similarity
endomorphism
finite-dimensional vector space
basis
coordinate system
coefficients
system of linear equations
Cramer's rule
characteristic polynomial
eigenvalues

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