Knowledge

Determinant

Source 📝

15884: 15342: 15879:{\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}}} 22249: 27812: 25275: 21155: 1509: 10968: 10411: 9276: 1945: 10551: 9994: 28076: 8902: 26400: 20383: 3489: 1939: 10963:{\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}}} 10406:{\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}}} 19556: 18788: 26138: 2353: 8721: 14909: 9271:{\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).} 2957: 3248: 16390: 20014: 4190: 23115: 1308: 18267: 17518: 1748: 5266: 6221:(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 24138:
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
19308: 18625: 3261:, 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. 2149: 26395:{\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}}} 21601: 17016: 8520: 25909:
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
25098:
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,
24137:
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
14667: 3502:
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
17188: 5411:
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
21208:
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
2719: 3468:
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
3016: 16112: 5373:
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
1498: 914: 20378:{\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}}.} 3965: 25142:, 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 22939: 18085: 9959: 18908:.) 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. 5993:
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
5969: 23391: 16101: 13642: 17371: 17720: 1934:{\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.} 18074: 4607: 4326: 751: 13021: 2582: 21011: 5005: 3950: 3447: 355: 17915: 5709: 23983:
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.
1095: 19551:{\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)} 26126:
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
18783:{\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}}} 25193:, 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 17339: 11905: 13414: 7492:
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
22378: 16827: 18396: 14282: 6377: 6786: 6691: 6596: 6502: 2348:{\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}.} 23735:
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
21400: 11512: 8716:{\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}}} 21460: 16850: 14904:{\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}}} 13908: 6254:
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
12619: 11371: 21805: 19680: 17033: 13235: 2952:{\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}}.} 3243:{\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}}.} 16385:{\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}},} 11146: 16623: 12814: 11766: 19210: 9574: 7747: 5714: 2459: 1339: 762: 13526: 12455: 6215: 8895:
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
4185:{\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)}.} 1084: 23110:{\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}}} 12207: 8054: 190: 20516:, 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. 7590: 22705: 22162: 18802:. 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 18262:{\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)} 9496: 9644: 8890: 8475: 24086: 21279: 14158: 9836: 1004: 628: 26143: 18581: 13488: 21206: 23267: 17513:{\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)}}.} 15154: 15070: 11644: 24848: 24162:. 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 15929: 7233: 5366: 23903: 22022: 3686: 21145: 12277: 20815: 20615: 23788: 22521: 15310: 5537: 4789: 1624:, 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 22944: 18630: 15347: 10556: 9999: 7140: 5010: 17622: 4386: 17946: 4448: 4205: 640: 19844: 12825: 7239:
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
14484: 5261:{\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}}} 25089: 2464: 23599: 20922: 14002: 3749: 2643: 13950: 13721: 3828: 3294: 7985: 7942: 7899: 7813: 7676: 25187: 25136: 24895: 24452: 20670: 19722: 205: 19972: 17807: 17584: 16466: 22610: 18434: 17755: 9398: 7373: 24487: 14644: 6250:
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,
5534:
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):
5404:
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.
1303:{\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}}.} 5483: 4872: 27372:
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
18500: 7596:
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
26697: 10474: 104:
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
8335: 8217: 24205: 9333: 6840: 4979: 4655: 3598: 24399:
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
23529: 23471: 23178: 23148: 22891: 13781: 4432: 24986: 23957: 22094: 23730: 22643: 17247: 12672: 24714: 22533:
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
21929: 17606: 11775: 5407:
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
13246: 8081: 7840: 24234:
While the determinant can be computed directly using the Leibniz rule this approach is extremely inefficient for large matrices, since that formula requires calculating
23259: 22294: 16699: 15890: 24304: 22195: 21968: 20841: 20745: 19904: 18529: 15238: 14069: 13521: 12497: 12354: 12320: 11175: 10520: 9824: 9798: 9772: 9746: 9678: 8750: 5509: 5398: 4693: 3546: 948: 22751: 22289: 21850: 18463: 18309: 14599: 14185: 6994: 6055: 25050: 24397: 21063: 19100: 13073: 9720: 8167: 7043: 6942: 6894: 6281: 6239: 3769: 3621: 2993: 2141: 25012: 24548: 23555: 19769: 7439: 6107: 6081: 23637: 23441: 19871: 19586: 19240: 18613: 11057: 6699: 6604: 6509: 6412: 4822: 3717: 24944: 21303: 20914: 20706: 19051: 13750: 21596:{\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} .} 20432: 19998: 18301: 17011:{\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}\,,} 12030: 11230: 11204: 8512: 3818: 3795: 24760: 24737: 24330: 24255: 24154:
is commutative). Nevertheless, various notions of non-commutative determinant have been formulated that preserve some of the properties of determinants, notably
11994: 11971: 395: 26464:
Camarero, Cristóbal (2018-12-05). "Simple, Fast and Practicable Algorithms for Cholesky, LU and QR Decomposition Using Fast Rectangular Matrix Multiplication".
25211: 24915: 24780: 24694: 24674: 24654: 24634: 24614: 24594: 24574: 24510: 24275: 23692: 23668: 23491: 23414: 23226: 23198: 22931: 22911: 22858: 22838: 22818: 22791: 22771: 22571: 22551: 22418: 22398: 22239: 22215: 22066: 22042: 21907: 20881: 20861: 20765: 20635: 20406: 19789: 19300: 19280: 19260: 19071: 17938: 17799: 17779: 17523:
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
14972: 14952: 14932: 14575: 14551: 14531: 14507: 14412: 14392: 14372: 14352: 14332: 14312: 14093: 14043: 13682: 13662: 13093: 13044: 12104: 12084: 12064: 11948: 11928: 11426: 11270: 11250: 11022: 11002: 10543: 10494: 9982: 8772: 8359: 8277: 8257: 8237: 8127: 7860: 7634: 7614: 7482: 7459: 7416: 7396: 7307: 7287: 7171: 6401: 6273: 6015: 5529: 4931: 4892: 4717: 3485:
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.
2376: 1331: 18943:
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
12359: 6112: 13789: 25139: 17183:{\displaystyle \sum _{k=0}^{\infty }{\frac {1}{k!}}\left(-\sum _{j=1}^{\infty }{\frac {(-1)^{j}s^{j}}{j}}\operatorname {tr} \left(A^{j}\right)\right)^{k}\,,} 12505: 11278: 5986:
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.
21665: 23396:
This definition agrees with the more concrete coordinate-dependent definition. This can be shown using the uniqueness of a multilinear alternating form on
19598: 12109: 26520: 13101: 27259: 23988:
provides different extensions of the determinant for such infinite-dimensional situations, which however only work for particular kinds of operators.
11065: 16502: 19007:. Of the textbooks on the subject Spottiswoode's was the first. In America, Hanus (1886), Weld (1893), and Muir/Metzler (1933) published treatises. 12680: 1493:{\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}}.} 909:{\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.} 27541: 11668: 6217:
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
19112: 13523:
matrix algebras. For example, consider the complex numbers as a matrix algebra. The complex numbers have a representation as matrices of the form
9507: 7688: 1512:
The area of the parallelogram is the absolute value of the determinant of the matrix formed by the vectors representing the parallelogram's sides.
24227:, where for applications such as checking invertibility and finding eigenvalues the determinant has largely been supplanted by other techniques. 2396: 9283: 25828: 20480:, 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 2995:
etc. are, for many purposes, real or complex numbers. As discussed below, the determinant is also defined for matrices whose entries are in a
1613:
is in general a different parallelogram, but since the determinant is symmetric with respect to rows and columns, the area will be the same.)
18867:. He introduced the word "determinant" (Laplace had used "resultant"), though not in the present signification, but rather as applied to the 12212: 11575:
components, the formula allows quick calculation of the determinant of a matrix that differs from the identity matrix by a matrix of rank 1:
1012: 558: 1690:
between the vectors, which is simply base times height, the length of one vector times the perpendicular component of the other. Due to the
24355:. In this case, the determinant of the resulting row echelon form equals the determinant of the initial matrix. As a row echelon form is a 21886:
The above definition of the determinant using the Leibniz rule holds works more generally when the entries of the matrix are elements of a
7993: 121: 26438:"... we mention that the determinant, though a convenient notion theoretically, rarely finds a useful role in numerical algorithms.", see 7499: 26666: 24332:. The Laplace expansion is similarly inefficient. Therefore, more involved techniques have been developed for calculating determinants. 22659: 22112: 12499:
matrices with complex entries, the determinant of the sum can be written in terms of determinants and traces in the following identity:
26943: 21935:
of real or complex numbers. Moreover, the characterization of the determinant as the unique alternating multilinear map that satisfies
9954:{\displaystyle \det {\begin{pmatrix}A&0\\C&D\end{pmatrix}}=\det(A)\det(D)=\det {\begin{pmatrix}A&B\\0&D\end{pmatrix}}.} 9406: 9589: 8782: 8367: 24005: 21231: 18804: 5964:{\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}|.} 3452:
In this expression, each term has one factor from each row, all in different columns, arranged in increasing row order. For example,
27622: 23386:{\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}.} 14104: 956: 580: 27670: 27070: 18534: 13425: 21161: 16096:{\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)~.} 13637:{\displaystyle aI+b\mathbf {i} :=a{\begin{pmatrix}1&0\\0&1\end{pmatrix}}+b{\begin{pmatrix}0&-1\\1&0\end{pmatrix}}} 27603: 15085: 28003: 18808:(九章算術, Chinese scholars, around the 3rd century BCE). In Europe, solutions of linear systems of two equations were expressed by 15004: 11580: 9826:, respectively. The easiest such formula, which can be proven using either the Leibniz formula or a factorization involving the 7461:
is the identity matrix. The above-mentioned unique characterization of alternating multilinear maps therefore shows this claim.
2077: 463:
The above properties relating to rows (properties 2–4) may be replaced by the corresponding statements with respect to columns.
28061: 24788: 7183: 5285: 23800: 21976: 3626: 27324: 27284: 27239: 27184: 27104: 27094: 27039: 26989: 26655: 26423: 21068: 950:-matrices, and that continue to hold for determinants of larger matrices. They are as follows: first, the determinant of the 20770: 20570: 424:
Determinants can also be defined by some of their properties. Namely, the determinant is the unique function defined on the
23742: 22426: 17715:{\displaystyle {\frac {d\det(A)}{d\alpha }}=\operatorname {tr} \left(\operatorname {adj} (A){\frac {dA}{d\alpha }}\right).} 15253: 5431: 4725: 25633: 18900:
reduces to the multiplication theorem. On the same day (November 30, 1812) that Binet presented his paper to the Academy,
4669:
The determinant can be characterized by the following three key properties. To state these, it is convenient to regard an
25255: 25146:, i.e., how many bits of accuracy are needed to store intermediate values occurring in the computation. For example, the 18069:{\displaystyle {\frac {\partial \det(A)}{\partial A_{ij}}}=\operatorname {adj} (A)_{ji}=\det(A)\left(A^{-1}\right)_{ji}.} 7054: 4602:{\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}},} 4321:{\displaystyle \det(A)=\sum _{\sigma \in S_{n}}\left(\operatorname {sgn}(\sigma )\prod _{i=1}^{n}a_{i,\sigma (i)}\right)} 1952:
is the absolute value of the determinant of the matrix formed by the columns constructed from the vectors r1, r2, and r3.
746:{\displaystyle \det {\begin{pmatrix}a&b\\c&d\end{pmatrix}}={\begin{vmatrix}a&b\\c&d\end{vmatrix}}=ad-bc.} 27488: 25936: 18875:. Gauss also arrived at the notion of reciprocal (inverse) determinants, and came very near the multiplication theorem. 13016:{\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}.} 4338: 25092: 24112: 20434:
are linearly independent. If it can be shown that the Wronskian is zero everywhere on an interval then, in the case of
11381: 10974: 15894: 3797:
if the permutation can be obtained with an even number of transpositions (exchanges of two entries); otherwise, it is
2577:{\displaystyle P=\left\{c_{1}\mathbf {a} _{1}+\cdots +c_{n}\mathbf {a} _{n}\mid 0\leq c_{i}\leq 1\ \forall i\right\}.} 505:), although other methods of solution are computationally much more efficient. Determinants are used for defining the 27475: 27445: 27379: 27361: 27221: 27203: 27139: 27084: 27057: 27021: 26963: 26820: 26763: 26743: 26543: 21006:{\displaystyle \operatorname {volume} (f(S))={\sqrt {\det \left(A^{\textsf {T}}A\right)}}\operatorname {volume} (S).} 19794: 1333:(i.e., all entries in that column are multiplied by that number), the determinant is also multiplied by that number: 26837:
Fisikopoulos, Vissarion; Peñaranda, Luis (2016), "Faster geometric algorithms via dynamic determinant computation",
18924:
for 1841 he specially treats this subject, as well as the class of alternating functions which Sylvester has called
14423: 3945:{\displaystyle A={\begin{bmatrix}a_{1,1}\ldots a_{1,n}\\\vdots \qquad \vdots \\a_{n,1}\ldots a_{n,n}\end{bmatrix}},} 3442:{\displaystyle {\begin{vmatrix}a&b&c\\d&e&f\\g&h&i\end{vmatrix}}=aei+bfg+cdh-ceg-bdi-afh.\ } 28115: 28051: 26839: 26647: 25055: 18798:
Historically, determinants were used long before matrices: A determinant was originally defined as a property of a
3270: 3258: 371: 27598: 23572: 13955: 3722: 2596: 350:{\displaystyle {\begin{vmatrix}a&b&c\\d&e&f\\g&h&i\end{vmatrix}}=aei+bfg+cdh-ceg-bdi-afh.} 28013: 27949: 27614: 24108: 18915: 17910:{\displaystyle {\frac {d\det(A)}{d\alpha }}=\det(A)\operatorname {tr} \left(A^{-1}{\frac {dA}{d\alpha }}\right).} 15898: 13916: 13687: 475: 7951: 7908: 7865: 7779: 7642: 27467: 26549: 26413: 25153: 25102: 24861: 24676:
can be quickly calculated, since they are the products of the respective diagonal entries. The determinant of
24418: 20640: 19688: 3010:), or it can be denoted directly in terms of the matrix entries by writing enclosing bars instead of brackets: 27298: 23501:
of vector spaces. Minors of a matrix can also be cast in this setting, by considering lower alternating forms
19913: 17554: 16411: 5704:{\displaystyle |a_{1},\dots ,a_{j},\dots a_{i},\dots ,a_{n}|=-|a_{1},\dots ,a_{i},\dots ,a_{j},\dots ,a_{n}|.} 27567: 27151: 25348: 25294: 24143: 22588: 18412: 17728: 9371: 7319: 24457: 22645:. Adding yet another layer of abstraction, this is captured by saying that the determinant is a morphism of 14607: 27791: 27663: 27632: 26074: 20439: 19733: 18972: 18879: 4840: 25666: 23473:(as opposed to the determinant associated to an endomorphism) is sometimes also called the determinant of 18471: 1544:
under the mapping. The parallelogram defined by the rows of the above matrix is the one with vertices at
27896: 27746: 27562: 27118: 27012: 21410: 18988: 17547:
The Leibniz formula shows that the determinant of real (or analogously for complex) square matrices is a
17355: 12281: 10419: 1605:
is the area of the parallelogram, and thus represents the scale factor by which areas are transformed by
924:
The determinant has several key properties that can be proved by direct evaluation of the definition for
24127:
For matrices over non-commutative rings, multilinearity and alternating properties are incompatible for
1956:
Thus the determinant gives the scaling factor and the orientation induced by the mapping represented by
27801: 27695: 27260:"Division-free algorithms for the determinant and the Pfaffian: algebraic and combinatorial approaches" 27176: 26778: 25611:
Lin, Minghua; Sra, Suvrit (2014). "Completely strong superadditivity of generalized matrix functions".
20489: 20463: 19021: 18799: 18466: 8282: 8172: 7398:, both sides of the equation are alternating and multilinear as a function depending on the columns of 2661:.) In particular, if the determinant is zero, then this parallelotope has volume zero and is not fully 2658: 2587: 550: 498: 26871:
Garibaldi, Skip (2004), "The characteristic polynomial and determinant are not ad hoc constructions",
24181: 18615:
are column vectors of length 3, then the gradient over one of the three vectors may be written as the
17334:{\displaystyle \operatorname {tr} \left(I-A^{-1}\right)\leq \log \det(A)\leq \operatorname {tr} (A-I)} 12032:
of two square matrices of the same size is not in general expressible in terms of the determinants of
9297: 6815: 4939: 4619: 3559: 28041: 27690: 25719:
Kondratyuk, L. A.; Krivoruchenko, M. I. (1992). "Superconducting quark matter in SU(2) color group".
23504: 23446: 23153: 23123: 22866: 21862:
is defined to be the determinant of the matrix describing it, with respect to an arbitrary choice of
18996: 18980: 15920: 14022: 13755: 11900:{\displaystyle \det(X+cr)=\det(X)\det \left(1+rX^{-1}c\right)=\det(X)+r\,\operatorname {adj} (X)\,c.} 8338: 7902: 5412:
in defining the determinant, since without it the existence of an appropriate function is not clear.
4399: 506: 24949: 23915: 22071: 18964: 13409:{\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})} 4438:
if two of the integers are equal, and otherwise as the signature of the permutation defined by the
28033: 27916: 27608: 27484: 25832: 25309: 25225: 24412: 24224: 23700: 22615: 22373:{\displaystyle \operatorname {GL} _{n}(f):\operatorname {GL} _{n}(R)\to \operatorname {GL} _{n}(S)} 21607: 20408:) in a specified interval if and only if the given functions and all their derivatives up to order 18905: 16822:{\displaystyle (AB)_{J}^{I}=\sum _{K}A_{K}^{I}B_{J}^{K},\operatorname {tr} (A)=\sum _{I}A_{I}^{I}.} 14658: 14654: 14510: 12631: 12044: 8087: 7754: 2674: 27644:
Determinants explained in an easy fashion in the 4th chapter as a part of a Linear Algebra course.
25366: 25299: 24897:
reached by decomposition methods has been improved by different methods. If two matrices of order
24699: 24159: 22716: 21912: 17589: 28110: 28079: 28008: 27786: 27656: 27557: 26402:
a contradiction. There is no useful notion of multi-linear functions over a non-commutative ring.
25786: 25352: 24104: 23566: 21214: 20001: 19724:
time, which is comparable to more common methods of solving systems of linear equations, such as
18992: 18391:{\displaystyle \det(I+\epsilon X)=1+\operatorname {tr} (X)\epsilon +O\left(\epsilon ^{2}\right).} 14277:{\displaystyle \det(A)=\prod _{i=1}^{n}\lambda _{i}=\lambda _{1}\lambda _{2}\cdots \lambda _{n}.} 8059: 7818: 5972: 3553: 421:
with the same determinant, equal to the product of the diagonal entries of the row echelon form.
25138:
is based on the following idea: one replaces permutations (as in the Leibniz rule) by so-called
23231: 21630:
The above identities concerning the determinant of products and inverses of matrices imply that
6372:{\displaystyle A={\begin{bmatrix}-2&-1&2\\2&1&4\\-3&3&-1\end{bmatrix}}.} 493:
Determinants occur throughout mathematics. For example, a matrix is often used to represent the
28105: 27843: 27776: 27766: 26623: 25910:
Institute de France in Paris on November 30, 1812, and which was subsequently published in the
25400: 24408: 24362:
So, the determinant can be computed for almost free from the result of a Gaussian elemination.
24283: 24228: 24092: 23972: 22582: 22174: 21938: 21870:. By the similarity invariance, this determinant is independent of the choice of the basis for 21863: 20820: 20711: 20544: 19883: 18929: 18508: 15205: 14983: 14161: 14048: 13500: 12476: 12333: 12299: 11154: 10499: 9803: 9777: 9751: 9725: 9657: 9346: 8729: 5488: 5377: 4672: 3525: 927: 86: 43: 27638: 25189:, but the bit length of intermediate values can become exponentially long. By comparison, the 22724: 22262: 21823: 18439: 14584: 6950: 6781:{\displaystyle E={\begin{bmatrix}18&-3&2\\0&3&4\\0&0&-1\end{bmatrix}}} 6686:{\displaystyle D={\begin{bmatrix}5&-3&2\\13&3&4\\0&0&-1\end{bmatrix}}} 6591:{\displaystyle C={\begin{bmatrix}-3&5&2\\3&13&4\\0&0&-1\end{bmatrix}}} 6497:{\displaystyle B={\begin{bmatrix}-3&-1&2\\3&1&4\\0&3&-1\end{bmatrix}}} 6024: 28100: 27858: 27853: 27848: 27781: 27726: 27168: 26590:"Dodgson condensation: The historical and mathematical development of an experimental method" 25805:
Campbell, H: "Linear Algebra With Applications", pages 111–112. Appleton Century Crofts, 1971
25017: 24373: 24223:
Determinants are mainly used as a theoretical tool. They are rarely calculated explicitly in
22553:
of the determinant of such a matrix is equal to the determinant of the matrix reduced modulo
21815: 21811: 21395:{\displaystyle D(f)=\left({\frac {\partial f_{i}}{\partial x_{j}}}\right)_{1\leq i,j\leq n}.} 21030: 20528: 19907: 19906:-matrix consisting of the three vectors is zero. The same idea is also used in the theory of 19076: 18850: 17241:, the trace operator gives the following tight lower and upper bounds on the log determinant 13049: 9687: 8139: 7766: 7002: 6901: 6853: 6224: 3754: 3606: 2965: 2650: 2390: 2062: 26918: 25554:
Sothanaphan, Nat (January 2017). "Determinants of block matrices with noncommuting blocks".
24991: 24518: 23534: 19771:
is zero if and only if the column vectors (or, equivalently, the row vectors) of the matrix
19751: 7421: 6086: 6060: 3257:, i.e. one with the same number of rows and columns: the determinant can be defined via the 27868: 27833: 27820: 27711: 27519: 27455: 27389: 27294: 27158: 26999: 26910: 25728: 25599: 25260: 25147: 24340: 23996: 23992: 23615: 23602: 23419: 22650: 22218: 22168: 21406: 19849: 19564: 19218: 18968: 18860: 18586: 14578: 12462: 11030: 9335: 7683: 7637: 6251: 5983: 5425: 4800: 3695: 3503:
written beside it as in the illustration. This scheme for calculating the determinant of a
554: 479: 414: 39: 26919:"A condensation-based application of Cramer's rule for solving large-scale linear systems" 25886: 24920: 22248: 20890: 20682: 19027: 13726: 11507:{\displaystyle \det \left(I_{\mathit {m}}+AB\right)=\det \left(I_{\mathit {n}}+BA\right),} 8: 28046: 27926: 27901: 27751: 27619: 27594: 25508: 24344: 24167: 24116: 23985: 23648: 21932: 20411: 19977: 19745: 18920: 18882:(1811, 1812), who formally stated the theorem relating to the product of two matrices of 18853:(1773) treated determinants of the second and third order and applied it to questions of 18280: 17613: 17359: 12009: 11420:
have dimensions allowing them to be multiplied in either order forming a square matrix):
11209: 11183: 8491: 7485: 3800: 3774: 2682: 25732: 24742: 24719: 24312: 24237: 21617:, the determinant can be used to measure the rate of expansion of a map near the poles. 14017:
The determinant is closely related to two other central concepts in linear algebra, the
13903:{\displaystyle \det(aI+b\mathbf {i} )=a^{2}\det(I)+b^{2}\det(\mathbf {i} )=a^{2}+b^{2}.} 11976: 11953: 377: 27756: 27508: 27397: 27345: 26898: 26880: 26848: 26735: 26689: 26465: 25744: 25612: 25581: 25563: 25536: 25528: 25393: 25304: 25289: 25280: 25196: 24900: 24765: 24679: 24659: 24639: 24619: 24599: 24579: 24559: 24554: 24495: 24260: 23677: 23653: 23476: 23399: 23211: 23183: 22916: 22896: 22843: 22823: 22803: 22776: 22756: 22574: 22556: 22536: 22403: 22383: 22242: 22224: 22200: 22104: 22051: 22045: 22027: 21892: 21295: 20866: 20846: 20750: 20620: 20496:. In the case of an orthogonal basis, the magnitude of the determinant is equal to the 20451: 20391: 19774: 19285: 19265: 19245: 19056: 18854: 17923: 17784: 17764: 15164: 14957: 14937: 14917: 14560: 14536: 14516: 14492: 14397: 14377: 14357: 14337: 14317: 14297: 14288: 14078: 14028: 13667: 13647: 13078: 13029: 12614:{\displaystyle \det(A+B)=\det(A)+\det(B)+{\text{tr}}(A){\text{tr}}(B)-{\text{tr}}(AB).} 12089: 12069: 12049: 11933: 11913: 11366:{\displaystyle \det {\begin{pmatrix}A&B\\B&A\end{pmatrix}}=\det(A-B)\det(A+B).} 11255: 11235: 11007: 10987: 10528: 10479: 9967: 9580: 8897: 8757: 8344: 8262: 8242: 8222: 8112: 7845: 7773: 7619: 7599: 7467: 7444: 7401: 7381: 7292: 7272: 7156: 6386: 6258: 6000: 5514: 4934: 4916: 4877: 4702: 4333: 2686: 2361: 1316: 410: 98: 27110: 26792: 26773: 21800:{\displaystyle \det(A)=\det(X)^{-1}\det(B)\det(X)=\det(B)\det(X)^{-1}\det(X)=\det(B).} 21154: 11177:
blocks, again under appropriate commutativity conditions among the individual blocks.
5711:
This formula can be applied iteratively when several columns are swapped. For example
27954: 27911: 27838: 27731: 27575: 27535: 27523: 27512: 27471: 27441: 27375: 27357: 27320: 27280: 27235: 27217: 27199: 27180: 27135: 27100: 27080: 27066: 27053: 27035: 27017: 26985: 26959: 26826: 26816: 26759: 26651: 26539: 26528:
Proceedings of the 1997 international symposium on Symbolic and algebraic computation
26419: 25937:
http://www-history.mcs.st-and.ac.uk/history/HistTopics/Matrices_and_determinants.html
25748: 25585: 25274: 25190: 24356: 22530: 22257: 22097: 21631: 21025: 20509: 20501: 20435: 19675:{\displaystyle A\,\operatorname {adj} (A)=\operatorname {adj} (A)\,A=\det(A)\,I_{n}.} 18864: 18863:(1801) made the next advance. Like Lagrange, he made much use of determinants in the 18820: 9985: 8106: 7489: 6018: 5971:
Yet more generally, any permutation of the columns multiplies the determinant by the
1694:
this already is the signed area, yet it may be expressed more conveniently using the
1508: 562: 487: 467: 406: 105: 94: 26739: 25540: 25263:. Unfortunately this interesting method does not always work in its original form. 13230:{\displaystyle \det(A)+\det(B)+A_{11}B_{22}+B_{11}A_{22}-A_{12}B_{21}-B_{12}A_{21}.} 1960:. When the determinant is equal to one, the linear mapping defined by the matrix is 27959: 27863: 27716: 27500: 27425: 27349: 27270: 27007: 26977: 26933: 26890: 26858: 26797: 26787: 26727: 26681: 26601: 26531: 25882: 25736: 25645: 25573: 25520: 24404: 24400: 24348: 24155: 23606: 22861: 22798: 21887: 20673: 19874: 19729: 19725: 19103: 18809: 17536: 15188: 14650: 12293: 12289: 9827: 8098:
whose entries are the determinants of all quadratic submatrices of a given matrix.
5276: 2996: 1728:
becomes the signed area in question, which can be determined by the pattern of the
502: 418: 27643: 27629:
Compute determinants of matrices up to order 6 using Laplace expansion you choose.
28018: 27811: 27771: 27761: 27626: 27578: 27464:
Companion Encyclopedia of the History and Philosophy of the Mathematical Sciences
27451: 27385: 27290: 27155: 26995: 26906: 26863: 26708: 23960: 23610: 22646: 22578: 22024:
is invertible (in the sense that there is an inverse matrix whose entries are in
21218: 20513: 18845:
gave the general method of expanding a determinant in terms of its complementary
17532: 16840:
expansion of the logarithm when the expansion converges. If every eigenvalue of
16837: 16472: 9366: 8095: 7945: 7762: 6218: 4905: 4895: 3689: 1625: 1621: 951: 439: 11141:{\displaystyle \det {\begin{pmatrix}A&B\\C&D\end{pmatrix}}=\det(AD-BC).} 28023: 27944: 27679: 27147: 25143: 24307: 24212: 23737: 20564: 20560: 20493: 19000: 18956: 18872: 18846: 18274: 17609: 17528: 16618:{\displaystyle \det(A)={\frac {(-1)^{n}}{n!}}B_{n}(s_{1},s_{2},\ldots ,s_{n}).} 14072: 8133: 7988: 7310: 5408: 3956: 3499: 3492: 3253:
There are various equivalent ways to define the determinant of a square matrix
1949: 1729: 1525: 530: 90: 27353: 26981: 26938: 26606: 25577: 25342: 24762:
for an odd number of permutations). Once such a LU decomposition is known for
21970:
still holds, as do all the properties that result from that characterization.
12809:{\displaystyle (A_{11}+B_{11})(A_{22}+B_{22})-(A_{12}+B_{12})(A_{21}+B_{21}).} 9680:-matrix above continues to hold, under appropriate further assumptions, for a 7772:
Because the determinant respects multiplication and inverses, it is in fact a
28094: 28056: 27979: 27939: 27906: 27886: 27504: 27269:, Lecture Notes in Comput. Sci., vol. 2122, Springer, pp. 119–135, 26830: 26639: 25458: 25250: 24175: 23498: 23494: 21148: 18933: 18816: 18616: 17524: 14007: 11761:{\displaystyle \det(X+AB)=\det(X)\det \left(I_{\mathit {n}}+BX^{-1}A\right),} 11024: 4982: 4795: 4442:
tuple of integers. With the Levi-Civita symbol, the Leibniz formula becomes
2702: 1961: 1944: 1537: 538: 47: 27275: 26667:"Sylvester's Identity and Multistep Integer-Preserving Gaussian Elimination" 25650: 19791:
are linearly dependent. For example, given two linearly independent vectors
19205:{\displaystyle x_{i}={\frac {\det(A_{i})}{\det(A)}}\qquad i=1,2,3,\ldots ,n} 9569:{\displaystyle (\det A)I=A\operatorname {adj} A=(\operatorname {adj} A)\,A.} 7742:{\displaystyle \operatorname {SL} _{n}(K)\subset \operatorname {GL} _{n}(K)} 1671:
representing the parallelogram's sides. The signed area can be expressed as
545:-dimensional volume are transformed under the endomorphism. This is used in 459:
Adding a multiple of one row to another row does not change the determinant.
27989: 27878: 27828: 27721: 24306:-matrix. Thus, the number of required operations grows very quickly: it is 23968: 21856: 18952: 18868: 17194: 14099: 9681: 7750: 2454:{\displaystyle \mathbf {a} _{1},\mathbf {a} _{2},\ldots ,\mathbf {a} _{n},} 534: 471: 26731: 26712: 26535: 25972: 8094:
matrices. This formula can also be recast as a multiplicative formula for
27969: 27891: 27736: 24351:. One can restrict the computation to elementary matrices of determinant 24208: 23790:, but also includes several further cases including the determinant of a 22794: 21614: 21418: 21017: 19877: 18838: 18832: 18402: 16693:. The product and trace of such matrices are defined in a natural way as 12450:{\displaystyle {\sqrt{\det(A+B)}}\geq {\sqrt{\det(A)}}+{\sqrt{\det(B)}},} 9988:, then it follows with results from the section on multiplicativity that 8752:-matrices gives back the Leibniz formula mentioned above. Similarly, the 6210:{\displaystyle \det(A)=a_{11}a_{22}\cdots a_{nn}=\prod _{i=1}^{n}a_{ii}.} 4196: 3688:
exhausting the entire set. The set of all such permutations, called the
3549: 2052: 1617: 1616:
The absolute value of the determinant together with the sign becomes the
1541: 494: 31: 20: 19:
This article is about mathematics. For determinants in epidemiology, see
27429: 19302:. This follows immediately by column expansion of the determinant, i.e. 18999:; compound determinants by Sylvester, Reiss, and Picquet; Jacobians and 18940:
introduced the modern notation for the determinant using vertical bars.
5280:: whenever two columns of a matrix are identical, its determinant is 0: 456:
Multiplying a row by a number multiplies the determinant by this number.
370:
matrix can be defined in several equivalent ways, the most common being
27998: 27741: 27164: 26902: 26693: 25740: 25532: 25425: 24171: 23910: 23791: 22096:, this means that the determinant is +1 or −1. Such a matrix is called 20447: 18948: 18849:: Vandermonde had already given a special case. Immediately following, 17548: 14994:
and also equals the sum of the eigenvalues. Thus, for complex matrices
14661:
asserts that this is equivalent to the determinants of the submatrices
14554: 14018: 7749:. More generally, the word "special" indicates the subgroup of another 1521: 1079:{\displaystyle {\begin{vmatrix}a&b\\a&b\end{vmatrix}}=ab-ba=0.} 510: 82: 26774:"Triangular Factorization and Inversion by Fast Matrix Multiplication" 26530:. ISSAC '97. Kihei, Maui, Hawaii, United States: ACM. pp. 28–31. 20492:
of the basis is consistent with or opposite to the orientation of the
11996:
have the same characteristic polynomials (hence the same eigenvalues).
27796: 27583: 26885: 26802: 24277: 24231:, however, does frequently use calculations related to determinants. 24134:, so there is no good definition of the determinant in this setting. 23671: 22241:. Since it respects the multiplication in both groups, this map is a 21021: 20884: 20443: 20005: 18984: 18960: 18406: 12202:{\displaystyle \det(A+B+C)+\det(C)\geq \det(A+C)+\det(B+C){\text{,}}} 9579:
Thus the adjugate matrix can be used for expressing the inverse of a
8129: 8049:{\displaystyle \operatorname {GL} _{n}(K)/\operatorname {SL} _{n}(K)} 7150: 3601: 2379: 1641:
is the signed area, one may consider a matrix containing two vectors
398: 185:{\displaystyle {\begin{vmatrix}a&b\\c&d\end{vmatrix}}=ad-bc,} 26894: 26685: 26589: 25524: 14553:. By means of this polynomial, determinants can be used to find the 11151:
This formula has been generalized to matrices composed of more than
27964: 27407:
Cayley, Arthur (1841), "On a theorem in the geometry of position",
26470: 25924: 25568: 23964: 23569:
of a matrix is defined as the determinant, except that the factors
22526:
holds. In other words, the displayed commutative diagram commutes.
20488:. In that case, the sign of the determinant determines whether the 20469: 18976: 18944: 17758: 7679: 7585:{\displaystyle \det \left(A^{-1}\right)={\frac {1}{\det(A)}}=^{-1}} 6109:, then its determinant equals the product of the diagonal entries: 3522:
Generalizing the above to higher dimensions, the determinant of an
2657:. (The sign shows whether the transformation preserves or reverses 1969: 546: 514: 486:
of a linear endomorphism, which does not depend on the choice of a
26853: 25634:"Inequalities of Generalized Matrix Functions via Tensor Products" 25617: 22700:{\displaystyle \det :\operatorname {GL} _{n}\to \mathbb {G} _{m}.} 22157:{\displaystyle \operatorname {GL} _{n}(R)\rightarrow R^{\times },} 16628:
This formula can also be used to find the determinant of a matrix
16471:
The formula can be expressed in terms of the complete exponential
7378:
This key fact can be proven by observing that, for a fixed matrix
27648: 27125:, Revised and enlarged by William H. Metzler, New York, NY: Dover 25879:
The Theory of Determinants in the historical Order of Development
24359:, its determinant is the product of the entries of its diagonal. 22840:
can be formulated in a coordinate-free manner by considering the
20563:
of the determinant of real vectors is equal to the volume of the
20468:
The determinant can be thought of as assigning a number to every
18914:
used the functional determinant which Sylvester later called the
14294:
From this, one immediately sees that the determinant of a matrix
9491:{\displaystyle (\operatorname {adj} (A))_{i,j}=(-1)^{i+j}M_{ji}.} 2665:-dimensional, which indicates that the dimension of the image of 24: 25095:. This exponent has been further lowered, as of 2016, to 2.373. 24596:
in each column, and otherwise zeros), a lower triangular matrix
9639:{\displaystyle A^{-1}={\frac {1}{\det A}}\operatorname {adj} A.} 8885:{\displaystyle \det(A)=\sum _{i=1}^{n}(-1)^{i+j}a_{i,j}M_{i,j}.} 8470:{\displaystyle \det(A)=\sum _{j=1}^{n}(-1)^{i+j}a_{i,j}M_{i,j},} 6241:
which gives a non-zero contribution is the identity permutation.
1089:
This holds similarly if the two columns are the same. Moreover,
1006:
is 1. Second, the determinant is zero if two rows are the same:
81:. Its value characterizes some properties of the matrix and the 27974: 25014:, then there is an algorithm computing the determinant in time 24107:, one may define a positive real-valued determinant called the 24081:{\displaystyle \det(I+A)=\exp(\operatorname {tr} (\log(I+A))).} 23642: 21274:{\displaystyle f:\mathbf {R} ^{n}\rightarrow \mathbf {R} ^{n},} 20676: 20438:, this implies the given functions are linearly dependent. See 18901: 18841:(1771) first recognized determinants as independent functions. 15893:. Such expressions are deducible from combinatorial arguments, 5978:
If some column can be expressed as a linear combination of the
3488: 1695: 1620:
of the parallelogram. The signed area is the same as the usual
533:
is expressed by a determinant, and the determinant of a linear
522: 405:) signed products of matrix entries. It can be computed by the 27524:"Recherches sur le calcul intégral et sur le systéme du monde" 26521:"On the worst-case complexity of integer Gaussian elimination" 24215:
form the class closest to matrices with commutative elements.
23180:
is given by multiplying with some scalar, i.e., an element in
14153:{\displaystyle \lambda _{1},\lambda _{2},\ldots ,\lambda _{n}} 1973:
is related to these ideas. In 2D, it can be interpreted as an
999:{\displaystyle {\begin{pmatrix}1&0\\0&1\end{pmatrix}}} 623:{\displaystyle {\begin{pmatrix}a&b\\c&d\end{pmatrix}}} 482:
does not depend on the chosen basis. This allows defining the
27216:, Undergraduate Texts in Mathematics (3 ed.), Springer, 27198:, Undergraduate Texts in Mathematics (2 ed.), Springer, 19004: 18576:{\displaystyle A={\begin{bmatrix}a&b&c\end{bmatrix}}} 13483:{\displaystyle {\text{tr}}(A){\text{tr}}(B)-{\text{tr}}(AB).} 4393: 25091:
algorithm for computing the determinant exists based on the
24122: 21201:{\displaystyle f\colon \mathbf {R} ^{2}\to \mathbf {R} ^{2}} 21147:, or any other combination of pairs of vertices that form a 19880:
by the former two vectors exactly if the determinant of the
14012: 24111:
using the canonical trace. In fact, corresponding to every
18827:
stated, without proof, Cramer's rule. Both Cramer and also
18815:
Determinants proper originated separately from the work of
17354:. This relationship can be derived via the formula for the 15149:{\displaystyle \operatorname {tr} (A)=\log(\det(\exp(A))).} 14171:
times in this list.) Then, it turns out the determinant of
8132:
in terms of determinants of smaller matrices, known as its
1698:
of the complementary angle to a perpendicular vector, e.g.
1691: 634:" or by vertical bars around the matrix, and is defined as 89:, by the matrix. In particular, the determinant is nonzero 25259:
fame) invented a method for computing determinants called
24091:
Another infinite-dimensional notion of determinant is the
23565:
Determinants as treated above admit several variants: the
22420:. The determinant respects these maps, i.e., the identity 21659:. Indeed, repeatedly applying the above identities yields 15065:{\displaystyle \det(\exp(A))=\exp(\operatorname {tr} (A))} 14287:
The product of all non-zero eigenvalues is referred to as
14008:
Properties of the determinant in relation to other notions
11639:{\displaystyle \det \left(I_{\mathit {m}}+cr\right)=1+rc.} 9400:
is the transpose of the matrix of the cofactors, that is,
8488:. For example, the Laplace expansion along the first row ( 1536:. In either case, the images of the basis vectors form a 27234:. Graduate Texts in Mathematics. New York, NY: Springer. 27099:, Society for Industrial and Applied Mathematics (SIAM), 24843:{\displaystyle \det(A)=\varepsilon \det(L)\cdot \det(U).} 21881: 12628:
This can be shown by writing out each term in components
7228:{\displaystyle \det \left(A^{\textsf {T}}\right)=\det(A)} 5361:{\displaystyle |a_{1},\dots ,v,\dots ,v,\dots ,a_{n}|=0.} 501:, and determinants can be used to solve these equations ( 27635:
Calculator for matrix determinants, up to the 8th order.
27150:(1947) "Some identities in the theory of determinants", 25826:
A Brief History of Linear Algebra and Matrix Theory at:
25600:
http://www.ee.ic.ac.uk/hp/staff/dmb/matrix/proof003.html
23898:{\displaystyle \det(a+ib+jc+kd)=a^{2}+b^{2}+c^{2}+d^{2}} 22017:{\displaystyle A\in \operatorname {Mat} _{n\times n}(R)} 20617:
is the linear map given by multiplication with a matrix
19020:
Determinants can be used to describe the solutions of a
3681:{\displaystyle \sigma (1),\sigma (2),\ldots ,\sigma (n)} 478:, the determinant of the matrix that represents it on a 27422:
Introduction à l'analyse des lignes courbes algébriques
25718: 23443:. For this reason, the highest non-zero exterior power 21140:{\displaystyle {\frac {1}{6}}\cdot |\det(a-b,b-c,c-d)|} 20500:
of the lengths of the basis vectors. For instance, an
12272:{\displaystyle \det(A+B)\geq \det(A)+\det(B){\text{.}}} 449:
The exchange of two rows multiplies the determinant by
27639:
Matrices and Linear Algebra on the Earliest Uses Pages
26345: 26300: 26258: 26212: 26170: 23560: 20810:{\displaystyle f:\mathbf {R} ^{n}\to \mathbf {R} ^{m}} 20610:{\displaystyle f:\mathbf {R} ^{n}\to \mathbf {R} ^{n}} 20073: 19432: 19342: 18857:; he proved many special cases of general identities. 18549: 18465:. The above formula shows that its Lie algebra is the 16136: 14990:) is by definition the sum of the diagonal entries of 14689: 14075:
entries. Then, by the Fundamental Theorem of Algebra,
13600: 13558: 11558:
From this general result several consequences follow.
11290: 11077: 10824: 10668: 10625: 10567: 10267: 10111: 10068: 10010: 9917: 9848: 9302: 8911: 8682: 8640: 8598: 8529: 6714: 6619: 6524: 6427: 6296: 4664: 3989: 3843: 3303: 3025: 2734: 2292: 2223: 2161: 1889: 1857: 1456: 1348: 1256: 1217: 1104: 1021: 965: 816: 774: 691: 652: 589: 214: 130: 26836: 26572: 26495: 26451: 26141: 25829:"A Brief History of Linear Algebra and Matrix Theory" 25457:, §III.8, Proposition 1 proves this result using the 25199: 25156: 25105: 25058: 25020: 24994: 24952: 24923: 24903: 24864: 24791: 24768: 24745: 24722: 24702: 24682: 24662: 24642: 24622: 24602: 24582: 24562: 24521: 24498: 24460: 24421: 24376: 24315: 24286: 24263: 24240: 24184: 24008: 23918: 23803: 23783:{\displaystyle A=\operatorname {Mat} _{n\times n}(F)} 23745: 23703: 23680: 23656: 23618: 23575: 23537: 23507: 23479: 23449: 23422: 23402: 23270: 23234: 23214: 23186: 23156: 23126: 22942: 22919: 22899: 22869: 22846: 22826: 22806: 22779: 22759: 22727: 22662: 22618: 22591: 22559: 22539: 22516:{\displaystyle f(\det((a_{i,j})))=\det((f(a_{i,j})))} 22429: 22406: 22386: 22297: 22265: 22227: 22203: 22177: 22115: 22074: 22054: 22030: 21979: 21941: 21915: 21895: 21826: 21668: 21463: 21306: 21234: 21164: 21071: 21033: 21020:
bounded by four points, they can be used to identify
20925: 20893: 20869: 20849: 20823: 20773: 20753: 20714: 20685: 20643: 20623: 20573: 20414: 20394: 20017: 19980: 19916: 19886: 19852: 19797: 19777: 19754: 19691: 19601: 19567: 19311: 19288: 19268: 19248: 19221: 19115: 19079: 19059: 19030: 18628: 18589: 18537: 18511: 18474: 18442: 18415: 18312: 18283: 18088: 17949: 17926: 17810: 17787: 17767: 17731: 17625: 17592: 17557: 17374: 17250: 17036: 16853: 16702: 16505: 16414: 16115: 15932: 15345: 15305:{\displaystyle \det(A)=\exp(\operatorname {tr} (L)).} 15256: 15208: 15088: 15007: 14960: 14940: 14920: 14670: 14610: 14587: 14563: 14539: 14519: 14495: 14426: 14400: 14380: 14360: 14340: 14320: 14300: 14188: 14107: 14081: 14051: 14031: 13958: 13919: 13792: 13758: 13729: 13690: 13670: 13650: 13529: 13503: 13428: 13249: 13104: 13081: 13052: 13032: 12828: 12683: 12634: 12508: 12479: 12362: 12336: 12302: 12215: 12112: 12092: 12072: 12052: 12012: 11979: 11956: 11936: 11916: 11778: 11671: 11583: 11429: 11281: 11258: 11238: 11212: 11186: 11157: 11068: 11033: 11010: 10990: 10554: 10531: 10502: 10482: 10422: 9997: 9970: 9839: 9806: 9780: 9754: 9728: 9690: 9660: 9592: 9510: 9409: 9374: 9300: 9282:-term Laplace expansion along a row or column can be 8905: 8785: 8760: 8732: 8523: 8494: 8370: 8347: 8285: 8265: 8245: 8225: 8175: 8142: 8115: 8062: 7996: 7954: 7911: 7868: 7862:. This homomorphism is surjective and its kernel is 7848: 7821: 7782: 7753:
of matrices of determinant one. Examples include the
7691: 7645: 7622: 7602: 7502: 7470: 7447: 7424: 7404: 7384: 7322: 7295: 7275: 7260: 7186: 7159: 7057: 7005: 6953: 6904: 6856: 6818: 6702: 6607: 6512: 6415: 6389: 6284: 6261: 6227: 6115: 6089: 6063: 6027: 6003: 5717: 5540: 5517: 5491: 5434: 5380: 5288: 5008: 4942: 4919: 4880: 4843: 4803: 4784:{\displaystyle A={\big (}a_{1},\dots ,a_{n}{\big )},} 4728: 4705: 4675: 4622: 4451: 4402: 4341: 4208: 3968: 3831: 3803: 3777: 3757: 3725: 3698: 3629: 3609: 3562: 3528: 3297: 3019: 2968: 2722: 2599: 2467: 2399: 2364: 2152: 2065: 1751: 1342: 1319: 1098: 1015: 959: 930: 765: 643: 583: 380: 208: 124: 27573: 25355:
from the original on 2021-12-11 – via YouTube.
25270: 24098: 23975:, also arise as special cases of this construction. 21217:, much of the above carries over by considering the 16395:
where the sum is taken over the set of all integers
16106:
In the general case, this may also be obtained from
1313:
Finally, if any column is multiplied by some number
22103:The determinant being multiplicative, it defines a 19102:is nonzero. In this case, the solution is given by 19003:by Sylvester; and symmetric gauche determinants by 7901:(the matrices with determinant one). Hence, by the 7135:{\displaystyle |A|=-|E|=-(18\cdot 3\cdot (-1))=54.} 3507:matrix does not carry over into higher dimensions. 1516:If the matrix entries are real numbers, the matrix 26394: 25631: 25392: 25205: 25181: 25130: 25083: 25044: 25006: 24980: 24938: 24909: 24889: 24842: 24774: 24754: 24731: 24708: 24688: 24668: 24648: 24636:. The determinants of the two triangular matrices 24628: 24608: 24588: 24568: 24542: 24504: 24481: 24446: 24391: 24324: 24298: 24269: 24249: 24199: 24119:there is a notion of Fuglede−Kadison determinant. 24080: 23951: 23897: 23782: 23724: 23686: 23662: 23631: 23593: 23549: 23523: 23485: 23465: 23435: 23408: 23385: 23253: 23220: 23192: 23172: 23142: 23109: 22925: 22905: 22885: 22852: 22832: 22812: 22785: 22765: 22745: 22699: 22637: 22604: 22565: 22545: 22515: 22412: 22392: 22372: 22283: 22233: 22209: 22189: 22156: 22088: 22060: 22036: 22016: 21962: 21923: 21901: 21844: 21799: 21642:are similar, if there exists an invertible matrix 21595: 21394: 21273: 21200: 21139: 21057: 21005: 20908: 20875: 20855: 20835: 20809: 20759: 20739: 20700: 20664: 20629: 20609: 20554: 20426: 20400: 20377: 19992: 19966: 19898: 19865: 19838: 19783: 19763: 19716: 19674: 19580: 19550: 19294: 19274: 19254: 19234: 19204: 19094: 19065: 19045: 18782: 18607: 18575: 18523: 18494: 18457: 18428: 18390: 18295: 18261: 18068: 17932: 17909: 17793: 17773: 17749: 17714: 17600: 17578: 17512: 17333: 17182: 17010: 16821: 16617: 16460: 16384: 16095: 15878: 15304: 15232: 15148: 15064: 14966: 14946: 14926: 14903: 14638: 14593: 14569: 14545: 14525: 14501: 14478: 14406: 14386: 14366: 14346: 14326: 14306: 14276: 14152: 14087: 14063: 14037: 13996: 13944: 13902: 13775: 13744: 13715: 13676: 13656: 13636: 13515: 13482: 13408: 13229: 13087: 13067: 13038: 13015: 12808: 12666: 12613: 12491: 12449: 12348: 12314: 12271: 12201: 12098: 12078: 12058: 12024: 11988: 11965: 11942: 11922: 11899: 11760: 11638: 11506: 11376: 11365: 11264: 11244: 11224: 11198: 11169: 11140: 11051: 11016: 10996: 10962: 10537: 10514: 10488: 10468: 10405: 9976: 9953: 9818: 9792: 9766: 9740: 9714: 9672: 9638: 9568: 9490: 9392: 9327: 9270: 8884: 8766: 8744: 8715: 8506: 8469: 8353: 8329: 8271: 8251: 8231: 8211: 8161: 8121: 8075: 8048: 7979: 7936: 7893: 7854: 7834: 7807: 7741: 7670: 7628: 7608: 7584: 7476: 7453: 7433: 7410: 7390: 7367: 7301: 7281: 7227: 7165: 7134: 7037: 6988: 6936: 6888: 6834: 6780: 6685: 6590: 6496: 6395: 6371: 6267: 6233: 6209: 6101: 6075: 6049: 6009: 5963: 5703: 5523: 5503: 5477: 5392: 5360: 5260: 4973: 4925: 4886: 4866: 4828:) is composed of the entries of the matrix in the 4816: 4783: 4711: 4687: 4649: 4601: 4426: 4381:{\displaystyle \varepsilon _{i_{1},\ldots ,i_{n}}} 4380: 4320: 4184: 3955:the Leibniz formula for its determinant is, using 3944: 3812: 3789: 3763: 3743: 3711: 3680: 3615: 3592: 3540: 3441: 3242: 2987: 2951: 2681:produces a linear transformation which is neither 2637: 2576: 2453: 2370: 2347: 2135: 1933: 1492: 1325: 1302: 1078: 998: 942: 908: 745: 622: 434:matrices that has the four following properties: 389: 349: 184: 27592: 26415:Supersymmetry for mathematicians: An introduction 25432:, 2nd Edition, Addison-Wesley, 1971, pp 173, 191. 21625: 14160:. (Here it is understood that an eigenvalue with 4569: 1977:formed by imagining two vectors each with origin 28092: 27461: 27314: 26956:Mathematics for Physical Science and Engineering 26632:Elementary Linear Algebra (Applications Version) 26439: 25773: 25347:(video lecture). WildLinAlg. Sydney, Australia: 24825: 24810: 24792: 24377: 24150:as value on some pair of arguments implies that 24009: 23999:by an appropriate generalization of the formula 23804: 23704: 23493:and similarly for more involved objects such as 23336: 22663: 22473: 22436: 21942: 21782: 21767: 21745: 21733: 21718: 21706: 21684: 21669: 21547: 21090: 20955: 20720: 19755: 19646: 19536: 19424: 19334: 19312: 19153: 19132: 19080: 18741: 18693: 18645: 18502:consisting of those matrices having trace zero. 18443: 18313: 18188: 18113: 18089: 18020: 17956: 17843: 17817: 17632: 17414: 17295: 16854: 16506: 16116: 15611: 15455: 15350: 15257: 15116: 15008: 14581:of this polynomial, i.e., those complex numbers 14449: 14189: 13974: 13959: 13857: 13832: 13793: 13120: 13105: 13053: 12545: 12530: 12509: 12468: 12424: 12398: 12366: 12252: 12237: 12216: 12176: 12155: 12140: 12113: 11856: 11815: 11803: 11779: 11708: 11696: 11672: 11584: 11467: 11430: 11342: 11324: 11282: 11111: 11069: 10919: 10907: 10816: 10804: 10773: 10743: 10660: 10617: 10605: 10559: 10423: 10362: 10350: 10259: 10247: 10216: 10186: 10103: 10060: 10048: 10002: 9909: 9894: 9882: 9840: 9615: 9514: 8786: 8371: 8090:is a generalization of that product formula for 7557: 7536: 7503: 7425: 7353: 7341: 7323: 7213: 7187: 6116: 5463: 5435: 5000:is expressible as a similar linear combination: 4844: 4659: 4452: 4209: 3969: 2600: 766: 644: 27493:Journal für die reine und angewandte Mathematik 26972:Kleiner, Israel (2007), Kleiner, Israel (ed.), 26033:Linear Algebra and Its Applications 6th Edition 25228:allows rapid calculation of the determinant of 23995:defines the determinant for operators known as 21874:and therefore only depends on the endomorphism 21409:, appears in the higher-dimensional version of 20567:spanned by those vectors. As a consequence, if 19839:{\displaystyle v_{1},v_{2}\in \mathbf {R} ^{3}} 5982:columns (i.e. the columns of the matrix form a 5420:These rules have several further consequences: 3469:negative for an odd number. For the example of 27047: 26099: 24178:(i.e., matrices whose entries are elements of 14479:{\displaystyle \chi _{A}(t)=\det(t\cdot I-A).} 9684:, i.e., a matrix composed of four submatrices 1609:. (The parallelogram formed by the columns of 374:, which expresses the determinant as a sum of 27664: 27438:An introduction to the history of mathematics 27424:, Genève: Frères Cramer & Cl. Philibert, 26771: 26484: 25084:{\displaystyle \operatorname {O} (n^{2.376})} 23601:occurring in Leibniz's rule are omitted. The 22573:(the latter determinant being computed using 21620: 21209:parallelogram to that of the original square. 20442:. Another such use of the determinant is the 9318: 9305: 5035: 4773: 4737: 27615:Determinant Interactive Program and Tutorial 27540:: CS1 maint: multiple names: authors list ( 26811:Dummit, David S.; Foote, Richard M. (2004), 23643:Determinants for finite-dimensional algebras 23594:{\displaystyle \operatorname {sgn}(\sigma )} 22252:The determinant is a natural transformation. 19592:. The rule is also implied by the identity 18831:were led to determinants by the question of 17027:is the identity matrix. More generally, if 14417:The characteristic polynomial is defined as 13997:{\displaystyle \det(I)=\det(\mathbf {i} )=1} 10984:size further formulas hold. For example, if 4641: 4623: 4421: 4403: 4199:for the product, this can be shortened into 3744:{\displaystyle \operatorname {sgn}(\sigma )} 3587: 3563: 2638:{\displaystyle \det(A)=\pm {\text{vol}}(P),} 16:In mathematics, invariant of square matrices 27440:(6 ed.), Saunders College Publishing, 27163: 27005: 26916: 26810: 26411: 26057: 26045: 25983: 25801: 25799: 25797: 25761: 25705: 25693: 25553: 25494: 25482: 25470: 24716:of the corresponding permutation (which is 23228:satisfying the following identity (for all 22721:The determinant of a linear transformation 21810:The determinant is therefore also called a 21024:. The volume of any tetrahedron, given its 18928:. About the time of Jacobi's last memoirs, 14533:is the identity matrix of the same size as 13945:{\displaystyle {\text{tr}}(\mathbf {i} )=0} 13716:{\displaystyle {\text{tr}}(\mathbf {i} )=0} 9338:, each the product of the determinant of a 6802:add 3 times the third column to the second 2593:-dimensional volume of this parallelotope, 1532:, and one that maps them to the columns of 27671: 27657: 27555: 27528:Histoire de l'Académie Royale des Sciences 27399:Théorie générale des equations algébriques 27096:Matrix Analysis and Applied Linear Algebra 25914:, Cahier 17, Tome 10, pages 29–112 (1815). 25717:A proof can be found in the Appendix B of 25340: 24739:for an even number of permutations and is 24454:, which is a significant improvement over 9349:and the determinant of the complementary ( 7980:{\displaystyle \operatorname {GL} _{n}(K)} 7937:{\displaystyle \operatorname {SL} _{n}(K)} 7894:{\displaystyle \operatorname {SL} _{n}(K)} 7808:{\displaystyle \operatorname {GL} _{n}(K)} 7671:{\displaystyle \operatorname {GL} _{n}(K)} 7313:equals the product of their determinants: 5989:Adding a scalar multiple of one column to 2649:-dimensional volume scaling factor of the 2059:is written in terms of its column vectors 27315:Trefethen, Lloyd; Bau III, David (1997), 27274: 27050:Commutative Algebra: Constructive Methods 26937: 26884: 26870: 26862: 26852: 26801: 26791: 26605: 26518: 26469: 26115: 26075:Natural transformation § Determinant 25649: 25616: 25567: 25506: 25390: 25182:{\displaystyle \operatorname {O} (n^{3})} 25150:(or LU decomposition) method is of order 25131:{\displaystyle \operatorname {O} (n^{4})} 24890:{\displaystyle \operatorname {O} (n^{3})} 24782:, its determinant is readily computed as 24447:{\displaystyle \operatorname {O} (n^{3})} 24343:consists of left multiplying a matrix by 24187: 24123:Related notions for non-commutative rings 22684: 21581: 21497: 20969: 20665:{\displaystyle S\subset \mathbf {R} ^{n}} 20457: 19744:Determinants can be used to characterize 19717:{\displaystyle \operatorname {O} (n^{3})} 19658: 19639: 19605: 18805:The Nine Chapters on the Mathematical Art 17230: 17215:are zero and the remaining polynomial is 17176: 17004: 14013:Eigenvalues and characteristic polynomial 11890: 11874: 10980:If the blocks are square matrices of the 10769: 10765: 10742: 10212: 10208: 10185: 9559: 7200: 6383:Computation of the determinant of matrix 5415: 1840: 1836: 1822: 1795: 1791: 1775: 27339: 27333: 27123:A treatise on the theory of determinants 27072:Categories for the Working Mathematician 27065: 27048:Lombardi, Henri; Quitté, Claude (2015), 26753: 26463: 26103: 26087: 26069: 25865: 25794: 25454: 24492:For example, LU decomposition expresses 24365: 23201: 22247: 21634:have the same determinant: two matrices 21153: 19967:{\displaystyle f_{1}(x),\dots ,f_{n}(x)} 18904:also presented one on the subject. (See 18409:. For example, the special linear group 17612:. Its derivative can be expressed using 17579:{\displaystyle \mathbf {R} ^{n\times n}} 16461:{\displaystyle \sum _{l=1}^{n}lk_{l}=n.} 8169:is defined to be the determinant of the 3487: 1943: 1592:, as shown in the accompanying diagram. 1507: 509:of a square matrix, whose roots are the 413:of determinants of submatrices, or with 108:is the product of its diagonal entries. 27604:MacTutor History of Mathematics Archive 27518: 26971: 26707: 26664: 26576: 25973:http://jeff560.tripod.com/matrices.html 25897: 25853: 24335: 22649:, from the general linear group to the 22605:{\displaystyle \operatorname {GL} _{n}} 22044:) if and only if its determinant is an 20551:switches the orientation of the basis. 18983:, by Cayley; continuants by Sylvester; 18842: 18835:passing through a given set of points. 18429:{\displaystyle \operatorname {SL} _{n}} 17750:{\displaystyle \operatorname {adj} (A)} 11232:, the following formula holds (even if 10973:Both results can be combined to derive 9393:{\displaystyle \operatorname {adj} (A)} 7368:{\displaystyle \det(AB)=\det(A)\det(B)} 2645:and hence describes more generally the 1828: 1808: 1782: 1766: 409:, which expresses the determinant as a 97:and the corresponding linear map is an 28093: 28062:Comparison of linear algebra libraries 27483: 27419: 27406: 27395: 27369: 27342:Elements of the history of mathematics 26953: 26772:Bunch, J. R.; Hopcroft, J. E. (1974). 26587: 25959: 25935:History of matrices and determinants: 25610: 25413: 24482:{\displaystyle \operatorname {O} (n!)} 22717:Exterior algebra § Linear algebra 21882:Square matrices over commutative rings 21294:matrix whose entries are given by the 20519:More generally, if the determinant of 19739: 19242:is the matrix formed by replacing the 19053:. This equation has a unique solution 18937: 18911: 18878:The next contributor of importance is 18828: 18824: 18812:in 1545 by a determinant-like entity. 18079:Yet another equivalent formulation is 14639:{\displaystyle \chi _{A}(\lambda )=0.} 11771:For a column and row vector as above: 8109:expresses the determinant of a matrix 3464:from the second row first column, and 2713:columns, so that it can be written as 1742:according to the following equations: 568: 23:. For determinants in immunology, see 27652: 27574: 27253:(7th ed.), Pearson Prentice Hall 27132:Linear Algebra: A Modern Introduction 27129: 27092: 27006:Kung, Joseph P.S.; Rota, Gian-Carlo; 26638: 26629: 26624:Linear algebra § Further reading 26519:Fang, Xin Gui; Havas, George (1997). 25664: 23208:the determinant to be the element in 20527:represents an orientation-preserving 20440:the Wronskian and linear independence 17920:Expressed in terms of the entries of 14657:if all its eigenvalues are positive. 13240:We can then write the cross-terms as 9654:The formula for the determinant of a 7418:. Moreover, they both take the value 6842:times the second column to the first 5478:{\displaystyle \det(cA)=c^{n}\det(A)} 4867:{\displaystyle \det \left(I\right)=1} 3623:from this set to itself, with values 2005:. The bivector magnitude (denoted by 27435: 27319:(1st ed.), Philadelphia: SIAM, 27257: 27248: 27229: 27211: 27193: 27117: 27093:Meyer, Carl D. (February 15, 2001), 26815:(3rd ed.), Hoboken, NJ: Wiley, 26507: 26018: 26006: 25994: 25947: 25814: 25689: 25638:Electronic Journal of Linear Algebra 25441: 25328: 24166:-determinant on quantum groups, the 23978: 22529:For example, the determinant of the 20767:. More generally, if the linear map 19685:Cramer's rule can be implemented in 18890:rows, which for the special case of 18495:{\displaystyle {\mathfrak {sl}}_{n}} 18401:This identity is used in describing 8726:Unwinding the determinants of these 8101: 7309:of equal size, the determinant of a 1503: 470:. This implies that, given a linear 27489:"De Determinantibus functionalibus" 27032:Linear Algebra and Its Applications 27029: 26917:Habgood, Ken; Arel, Itamar (2012). 26634:(9th ed.), Wiley International 26594:Linear Algebra and Its Applications 26030: 25556:Linear Algebra and Its Applications 25052:. This means, for example, that an 23967:of a skew-symmetric matrix and the 23561:Generalizations and related notions 22710: 20446:, which gives a criterion when two 18979:, in connection with the theory of 18975:, and Scott; skew determinants and 18819:in 1683 in Japan and parallelly of 18481: 18478: 17535:, which is, in turn, less than the 13095:, so the expression can be written 11650:More generally, for any invertible 10469:{\displaystyle \det(A)(D-CA^{-1}B)} 6797:add the second column to the first 4665:Characterization of the determinant 919: 466:The determinant is invariant under 13: 27678: 27462:Grattan-Guinness, I., ed. (2003), 27267:Computational discrete mathematics 25708:, Observation 7.1.2, Theorem 7.2.5 25157: 25106: 25059: 24865: 24853: 24461: 24422: 23605:generalizes both by introducing a 22380:given by replacing all entries in 21553: 21345: 21330: 19692: 18730: 18682: 18634: 17970: 17953: 17608:. In particular, it is everywhere 17098: 17053: 16936: 16891: 16844:is less than 1 in absolute value, 16836:identity can be obtained from the 15179:corresponds to the eigenvalue exp( 11722: 11598: 11481: 11444: 9360: 9309: 7261:Multiplicativity and matrix groups 3548:matrix is an expression involving 3460:from the first row second column, 3264: 2560: 14: 28127: 27549: 27079:(2nd ed.), Springer-Verlag, 27030:Lay, David C. (August 22, 2005), 26793:10.1090/S0025-5718-1974-0331751-8 26573:Fisikopoulos & Peñaranda 2016 26496:Fisikopoulos & Peñaranda 2016 26452:Fisikopoulos & Peñaranda 2016 24099:Operators in von Neumann algebras 21016:By calculating the volume of the 16832:An important arbitrary dimension 13026:The terms which are quadratic in 11555:identity matrices, respectively. 9649: 8330:{\displaystyle (-1)^{i+j}M_{i,j}} 8212:{\displaystyle (n-1)\times (n-1)} 7051:Combining these equalities gives 3510: 3275: 1540:that represents the image of the 28075: 28074: 28052:Basic Linear Algebra Subprograms 27810: 27530:(seconde partie), Paris: 267–376 27251:Linear Algebra With Applications 27075:, Graduate Texts in Mathematics 27034:(3rd ed.), Addison Wesley, 26949:from the original on 2019-05-05. 25925:http://jeff560.tripod.com/d.html 25912:Journal de l'Ecole Polytechnique 25509:"Determinants of Block Matrices" 25273: 25256:Alice's Adventures in Wonderland 25224:have already been computed, the 24200:{\displaystyle \mathbb {Z} _{2}} 22082: 21917: 21606:The Jacobian also occurs in the 21586: 21569: 21532: 21502: 21490: 21258: 21243: 21188: 21173: 20797: 20782: 20652: 20597: 20582: 19826: 19015: 18769: 18761: 18735: 18721: 18713: 18687: 18673: 18665: 18639: 17594: 17560: 15919:the signed constant term of the 13981: 13929: 13864: 13812: 13769: 13700: 13543: 12461:th root of the determinant is a 12330:are Hermitian positive-definite 9328:{\displaystyle {\tbinom {n}{k}}} 6835:{\displaystyle -{\frac {13}{3}}} 4974:{\displaystyle a_{j}=r\cdot v+w} 4650:{\displaystyle \{1,\ldots ,n\}.} 4612:where the sum is taken over all 3593:{\displaystyle \{1,2,\dots ,n\}} 3271:Leibniz formula for determinants 2522: 2491: 2438: 2417: 2402: 2332: 2263: 2201: 2115: 2096: 2082: 2029:, which is also the determinant 27950:Seven-dimensional cross product 26749:from the original on 2006-09-01 26703:from the original on 2012-10-25 26581: 26566: 26512: 26501: 26489: 26478: 26457: 26445: 26432: 26405: 26120: 26109: 26093: 26081: 26063: 26051: 26039: 26024: 26012: 26000: 25988: 25977: 25965: 25953: 25941: 25929: 25923:Origins of mathematical terms: 25917: 25903: 25891: 25871: 25859: 25847: 25820: 25808: 25779: 25767: 25755: 25711: 25699: 25683: 25658: 25632:Paksoy; Turkmen; Zhang (2014). 25625: 25604: 25592: 25547: 25500: 25488: 25476: 25399:. Dover Publications. pp.  25395:Applications of Tensor Analysis 24616:and an upper triangular matrix 23674:as a vector space over a field 23524:{\displaystyle \bigwedge ^{k}V} 23466:{\displaystyle \bigwedge ^{n}V} 23173:{\displaystyle \bigwedge ^{n}T} 23143:{\displaystyle \bigwedge ^{n}V} 22886:{\displaystyle \bigwedge ^{n}V} 20555:Volume and Jacobian determinant 19168: 19010: 17235:For a positive definite matrix 13913:This result followed just from 13776:{\displaystyle B=b\mathbf {i} } 11950:of the same size, the matrices 11382:Sylvester's determinant theorem 11377:Sylvester's determinant theorem 10975:Sylvester's determinant theorem 8514:) gives the following formula: 4427:{\displaystyle \{1,\ldots ,n\}} 4034: 3888: 2283: 2276: 2214: 476:finite-dimensional vector space 27468:Johns Hopkins University Press 27409:Cambridge Mathematical Journal 27196:Introduction to Linear Algebra 27016:, Cambridge University Press, 26926:Journal of Discrete Algorithms 26418:, American Mathematical Soc., 25464: 25447: 25435: 25419: 25407: 25384: 25359: 25341:Wildberger, Norman J. (2010). 25334: 25322: 25176: 25163: 25125: 25112: 25093:Coppersmith–Winograd algorithm 25078: 25065: 25039: 25036: 25030: 25024: 24981:{\displaystyle M(n)\geq n^{a}} 24962: 24956: 24933: 24927: 24884: 24871: 24834: 24828: 24819: 24813: 24801: 24795: 24476: 24467: 24441: 24428: 24415:). These methods are of order 24386: 24380: 24218: 24072: 24069: 24066: 24054: 24045: 24036: 24024: 24012: 23952:{\displaystyle N_{L/F}:L\to F} 23943: 23840: 23807: 23777: 23771: 23713: 23588: 23582: 23345: 23339: 23046: 22980: 22737: 22679: 22626: 22619: 22510: 22507: 22504: 22485: 22479: 22476: 22467: 22464: 22461: 22442: 22439: 22433: 22367: 22361: 22345: 22342: 22336: 22317: 22311: 22275: 22138: 22135: 22129: 22089:{\displaystyle R=\mathbf {Z} } 22011: 22005: 21951: 21945: 21836: 21791: 21785: 21776: 21770: 21755: 21748: 21742: 21736: 21727: 21721: 21715: 21709: 21694: 21687: 21678: 21672: 21626:Determinant of an endomorphism 21573: 21565: 21562: 21550: 21539: 21536: 21528: 21522: 21494: 21486: 21478: 21472: 21316: 21310: 21253: 21183: 21133: 21129: 21093: 21086: 20997: 20991: 20947: 20944: 20938: 20932: 20903: 20897: 20792: 20733: 20729: 20723: 20716: 20695: 20689: 20592: 20361: 20355: 20350: 20338: 20318: 20312: 20307: 20295: 20280: 20274: 20269: 20257: 20218: 20212: 20189: 20183: 20165: 20159: 20139: 20133: 20113: 20107: 20092: 20086: 20062: 20056: 20053: 20021: 19961: 19955: 19933: 19927: 19711: 19698: 19655: 19649: 19636: 19630: 19618: 19612: 19545: 19539: 19328: 19315: 19162: 19156: 19148: 19135: 19089: 19083: 18955:determinants by Sylvester and 18750: 18744: 18702: 18696: 18654: 18648: 18355: 18349: 18331: 18316: 18303:, the identity matrix, yields 18197: 18191: 18155: 18149: 18143: 18134: 18122: 18116: 18107: 18092: 18029: 18023: 18005: 17998: 17965: 17959: 17852: 17846: 17826: 17820: 17744: 17738: 17681: 17675: 17641: 17635: 17463: 17457: 17424: 17417: 17328: 17316: 17304: 17298: 17116: 17106: 16954: 16944: 16869: 16857: 16785: 16779: 16713: 16703: 16637:with multidimensional indices 16609: 16564: 16534: 16524: 16515: 16509: 16284: 16274: 16125: 16119: 16084: 16066: 15923:, determined recursively from 15831: 15825: 15725: 15719: 15663: 15657: 15620: 15614: 15539: 15533: 15507: 15501: 15464: 15458: 15402: 15396: 15359: 15353: 15296: 15293: 15287: 15278: 15266: 15260: 15221: 15215: 15140: 15137: 15134: 15128: 15119: 15113: 15101: 15095: 15059: 15056: 15050: 15041: 15029: 15026: 15020: 15011: 14627: 14621: 14470: 14452: 14443: 14437: 14198: 14192: 13985: 13977: 13968: 13962: 13933: 13925: 13868: 13860: 13841: 13835: 13816: 13796: 13704: 13696: 13474: 13465: 13454: 13448: 13440: 13434: 13403: 13311: 13305: 13279: 13276: 13250: 13129: 13123: 13114: 13108: 13062: 13056: 12800: 12774: 12771: 12745: 12739: 12713: 12710: 12684: 12605: 12596: 12585: 12579: 12571: 12565: 12554: 12548: 12539: 12533: 12524: 12512: 12433: 12427: 12407: 12401: 12381: 12369: 12261: 12255: 12246: 12240: 12231: 12219: 12191: 12179: 12170: 12158: 12149: 12143: 12134: 12116: 12045:positive semidefinite matrices 11887: 11881: 11865: 11859: 11812: 11806: 11797: 11782: 11705: 11699: 11690: 11675: 11563:For the case of column vector 11357: 11345: 11339: 11327: 11132: 11114: 10977:, which is also stated below. 10950: 10922: 10916: 10910: 10813: 10807: 10780: 10770: 10762: 10746: 10614: 10608: 10463: 10435: 10432: 10426: 10393: 10365: 10359: 10353: 10256: 10250: 10223: 10213: 10205: 10189: 10057: 10051: 9903: 9897: 9891: 9885: 9556: 9544: 9520: 9511: 9457: 9447: 9429: 9425: 9419: 9410: 9387: 9381: 8832: 8822: 8795: 8789: 8417: 8407: 8380: 8374: 8296: 8286: 8206: 8194: 8188: 8176: 8043: 8037: 8016: 8010: 7974: 7968: 7931: 7925: 7888: 7882: 7815:into the multiplicative group 7802: 7796: 7736: 7730: 7711: 7705: 7665: 7659: 7570: 7566: 7560: 7554: 7545: 7539: 7362: 7356: 7350: 7344: 7335: 7326: 7222: 7216: 7123: 7120: 7111: 7096: 7086: 7078: 7067: 7059: 7031: 7023: 7015: 7007: 6982: 6974: 6963: 6955: 6930: 6922: 6914: 6906: 6882: 6874: 6866: 6858: 6125: 6119: 5954: 5881: 5873: 5800: 5789: 5719: 5694: 5622: 5611: 5542: 5472: 5466: 5447: 5438: 5348: 5290: 5250: 5204: 5196: 5153: 5132: 5022: 5014: 4461: 4455: 4308: 4302: 4264: 4258: 4218: 4212: 4174: 4168: 4146: 4140: 4123: 4117: 3978: 3972: 3738: 3732: 3675: 3669: 3654: 3648: 3639: 3633: 3473:, the single transposition of 2629: 2623: 2609: 2603: 1787: 1777: 1771: 1761: 1439: 1421: 1203: 1186: 1180: 1163: 894: 882: 876: 873: 864: 855: 50:. The determinant of a matrix 1: 27620:Linear algebra: determinants. 27152:American Mathematical Monthly 27134:(2nd ed.), Brooks/Cole, 26974:A history of abstract algebra 26873:American Mathematical Monthly 26617: 25665:Serre, Denis (Oct 18, 2010). 25349:University of New South Wales 24170:on Capelli matrices, and the 23725:{\displaystyle \det :A\to F.} 23694:, there is a determinant map 22638:{\displaystyle (-)^{\times }} 21613:When applied to the field of 18405:associated to certain matrix 17542: 17344:with equality if and only if 14374:is invertible if and only if 12667:{\displaystyle A_{ij},B_{ij}} 12469:Sum identity for 2×2 matrices 7636:) forms a group known as the 4660:Properties of the determinant 2692: 1520:can be used to represent two 27792:Eigenvalues and eigenvectors 26864:10.1016/j.comgeo.2015.12.001 26588:Abeles, Francine F. (2008). 26440:Trefethen & Bau III 1997 25971:History of matrix notation: 24709:{\displaystyle \varepsilon } 24576:(which has exactly a single 23150:is one-dimensional, the map 21924:{\displaystyle \mathbf {Z} } 21855:for some finite-dimensional 20547:), while if it is negative, 19734:singular value decomposition 19024:, written in matrix form as 17601:{\displaystyle \mathbf {R} } 15187:). In particular, given any 13783:in the above identity gives 12288:th root of determinant is a 10525:A similar result holds when 8754:Laplace expansion along the 8482:Laplace expansion along the 7269:, i.e., for square matrices 7253:rows, the determinant is an 7249:matrix as being composed of 7144: 6083:or, alternatively, whenever 2689:, and so is not invertible. 1964:and orientation-preserving. 7: 27599:"Matrices and determinants" 27563:Encyclopedia of Mathematics 27013:Combinatorics: The Rota Way 25266: 24109:Fuglede−Kadison determinant 21621:Abstract algebraic aspects 21411:integration by substitution 21284:the Jacobian matrix is the 18436:is defined by the equation 17356:Kullback-Leibler divergence 15899:Faddeev–LeVerrier algorithm 15171:, because every eigenvalue 13497:This has an application to 13493:which completes the proof. 13419:which can be recognized as 12006:The determinant of the sum 8279:-th column. The expression 8076:{\displaystyle K^{\times }} 7835:{\displaystyle K^{\times }} 6807:swap the first two columns 3556:. A permutation of the set 551:exterior differential forms 417:, which allows computing a 10: 28132: 27556:Suprunenko, D.A. (2001) , 27340:Bourbaki, Nicolas (1994), 27177:Cambridge University Press 26779:Mathematics of Computation 26754:Bourbaki, Nicolas (1998), 26674:Mathematics of Computation 26621: 26412:Varadarajan, V. S (2004), 26100:Lombardi & Quitté 2015 25667:"Concavity of det over HPD 25367:"Determinants and Volumes" 24917:can be multiplied in time 24413:positive definite matrices 24347:for getting a matrix in a 24103:For operators in a finite 23254:{\displaystyle v_{i}\in V} 22773:-dimensional vector space 22714: 22197:-matrices with entries in 20559:As pointed out above, the 20464:Orientation (vector space) 20461: 19022:linear system of equations 18800:system of linear equations 18793: 18467:special linear Lie algebra 9501:For every matrix, one has 8219:-matrix that results from 7761:is 2 or 3 consists of all 7173:equals the determinant of 6245: 4996:, then the determinant of 3268: 2586:The determinant gives the 499:system of linear equations 18: 28070: 28032: 27988: 27925: 27877: 27819: 27808: 27704: 27686: 27520:Laplace, Pierre-Simon, de 27485:Jacobi, Carl Gustav Jakob 27354:10.1007/978-3-642-61693-8 26982:10.1007/978-0-8176-4685-1 26954:Harris, Frank E. (2014), 26939:10.1016/j.jda.2011.06.007 26644:Linear Algebra Done Right 26607:10.1016/j.laa.2007.11.022 26485:Bunch & Hopcroft 1974 25962:, Vol. II, p. 92, no. 462 25578:10.1016/j.laa.2016.10.004 25507:Silvester, J. R. (2000). 25483:Kung, Rota & Yan 2009 25371:textbooks.math.gatech.edu 25295:Cayley–Menger determinant 24299:{\displaystyle n\times n} 22585:between the two functors 22190:{\displaystyle n\times n} 22171:(the group of invertible 21963:{\displaystyle \det(I)=1} 21440:) of some other function 21413:: for suitable functions 20836:{\displaystyle m\times n} 20740:{\displaystyle |\det(A)|} 20388:It is non-zero (for some 19899:{\displaystyle 3\times 3} 18981:orthogonal transformation 18524:{\displaystyle 3\times 3} 18277:. The special case where 17531:, which is less than the 17201:then all coefficients of 15921:characteristic polynomial 15233:{\displaystyle \exp(L)=A} 14577:: they are precisely the 14064:{\displaystyle n\times n} 14023:characteristic polynomial 13516:{\displaystyle 2\times 2} 12492:{\displaystyle 2\times 2} 12349:{\displaystyle n\times n} 12315:{\displaystyle n\times n} 11170:{\displaystyle 2\times 2} 10515:{\displaystyle 1\times 1} 9819:{\displaystyle n\times n} 9793:{\displaystyle n\times m} 9767:{\displaystyle m\times n} 9741:{\displaystyle m\times m} 9673:{\displaystyle 2\times 2} 8745:{\displaystyle 2\times 2} 7903:first isomorphism theorem 5504:{\displaystyle n\times n} 5393:{\displaystyle n\times n} 4699:as being composed of its 4688:{\displaystyle n\times n} 3541:{\displaystyle n\times n} 3288:matrix is the following: 3284:for the determinant of a 943:{\displaystyle 2\times 2} 507:characteristic polynomial 195:and the determinant of a 27609:University of St Andrews 27505:10.1515/crll.1841.22.319 27420:Cramer, Gabriel (1750), 27396:Bézout, Étienne (1779), 27370:Cajori, Florian (1993), 27317:Numerical Linear Algebra 27249:Leon, Steven J. (2006), 25788:A History of Mathematics 25721:Zeitschrift für Physik A 25316: 25310:Determinantal conjecture 25226:matrix determinant lemma 24225:numerical linear algebra 23200:. Some authors such as ( 22820:over a commutative ring 22746:{\displaystyle T:V\to V} 22284:{\displaystyle f:R\to S} 21845:{\displaystyle T:V\to V} 21608:inverse function theorem 18458:{\displaystyle \det A=1} 17193:is expanded as a formal 16405:satisfying the equation 14977: 14914:being positive, for all 14594:{\displaystyle \lambda } 14394:is not an eigenvalue of 12674:. The left-hand side is 12473:For the special case of 12322:matrices. Therefore, if 9294:determinant as a sum of 7755:special orthogonal group 6989:{\displaystyle |D|=-|C|} 6050:{\displaystyle a_{ij}=0} 1967:The object known as the 85:represented, on a given 28116:Homogeneous polynomials 27276:10.1007/3-540-45506-X_9 26756:Algebra I, Chapters 1-3 26665:Bareiss, Erwin (1968), 26058:Dummit & Foote 2004 26046:Dummit & Foote 2004 26035:. Pearson. p. 172. 25984:Habgood & Arel 2012 25762:Horn & Johnson 2018 25706:Horn & Johnson 2018 25694:Horn & Johnson 2018 25651:10.13001/1081-3810.1622 25598:Proofs can be found in 25495:Horn & Johnson 2018 25471:Horn & Johnson 2018 25045:{\displaystyle O(M(n))} 24392:{\displaystyle \det(A)} 22581:, the determinant is a 21909:, such as the integers 21814:. The determinant of a 21215:differentiable function 21058:{\displaystyle a,b,c,d} 19095:{\displaystyle \det(A)} 17801:is invertible, we have 15901:. That is, for generic 15891:Cayley-Hamilton theorem 14314:is zero if and only if 13068:{\displaystyle \det(A)} 12282:Brunn–Minkowski theorem 9715:{\displaystyle A,B,C,D} 8361:, one has the equality 8162:{\displaystyle M_{i,j}} 7842:of nonzero elements of 7149:The determinant of the 7038:{\displaystyle |E|=|D|} 6937:{\displaystyle |B|=|C|} 6889:{\displaystyle |A|=|B|} 6234:{\displaystyle \sigma } 5273: 4902: 4837: 4719:columns, so denoted as 4616:-tuples of integers in 3764:{\displaystyle \sigma } 3616:{\displaystyle \sigma } 2988:{\displaystyle a_{1,1}} 2393:defined by the vectors 2136:{\displaystyle A=\left} 1528:vectors to the rows of 438:The determinant of the 27777:Row and column vectors 27633:Determinant Calculator 27169:Johnson, Charles Royal 26840:Computational Geometry 26630:Anton, Howard (2005), 26396: 26021:, §VII.6, Theorem 6.10 25461:of the exterior power. 25249:Charles Dodgson (i.e. 25216:If the determinant of 25207: 25183: 25132: 25085: 25046: 25008: 25007:{\displaystyle a>2} 24982: 24940: 24911: 24891: 24844: 24776: 24756: 24733: 24710: 24690: 24670: 24650: 24630: 24610: 24590: 24570: 24544: 24543:{\displaystyle A=PLU.} 24506: 24483: 24448: 24409:Cholesky decomposition 24393: 24326: 24300: 24271: 24251: 24229:Computational geometry 24201: 24093:functional determinant 24082: 23973:central simple algebra 23953: 23899: 23784: 23726: 23688: 23664: 23633: 23595: 23551: 23550:{\displaystyle k<n} 23525: 23487: 23467: 23437: 23416:-tuples of vectors in 23410: 23387: 23255: 23222: 23194: 23174: 23144: 23111: 22927: 22907: 22887: 22854: 22834: 22814: 22787: 22767: 22747: 22701: 22639: 22606: 22583:natural transformation 22577:). In the language of 22567: 22547: 22517: 22414: 22400:by their images under 22394: 22374: 22285: 22253: 22235: 22211: 22191: 22158: 22090: 22062: 22038: 22018: 21964: 21925: 21903: 21846: 21801: 21597: 21396: 21275: 21210: 21202: 21141: 21059: 21007: 20910: 20877: 20857: 20837: 20817:is represented by the 20811: 20761: 20741: 20702: 20666: 20631: 20611: 20458:Orientation of a basis 20428: 20402: 20379: 19994: 19968: 19908:differential equations 19900: 19867: 19840: 19785: 19765: 19764:{\displaystyle \det A} 19718: 19676: 19582: 19552: 19413: 19296: 19276: 19256: 19236: 19206: 19096: 19067: 19047: 18784: 18609: 18577: 18525: 18496: 18459: 18430: 18392: 18297: 18263: 18070: 17934: 17911: 17795: 17775: 17751: 17716: 17602: 17580: 17514: 17335: 17231:Upper and lower bounds 17184: 17102: 17057: 17012: 16940: 16895: 16823: 16619: 16462: 16435: 16386: 16270: 16097: 16013: 15880: 15306: 15234: 15195:, that is, any matrix 15150: 15075:or, for real matrices 15066: 14968: 14948: 14928: 14905: 14640: 14595: 14571: 14547: 14527: 14513:of the polynomial and 14503: 14480: 14408: 14388: 14368: 14348: 14328: 14308: 14278: 14224: 14179:of these eigenvalues, 14162:algebraic multiplicity 14154: 14089: 14065: 14039: 13998: 13946: 13904: 13777: 13746: 13717: 13678: 13658: 13638: 13517: 13484: 13410: 13231: 13089: 13069: 13040: 13017: 12810: 12668: 12615: 12493: 12451: 12350: 12316: 12273: 12203: 12100: 12080: 12060: 12026: 12001: 11990: 11967: 11944: 11924: 11901: 11762: 11640: 11508: 11367: 11266: 11246: 11226: 11200: 11171: 11142: 11053: 11018: 10998: 10964: 10545:is invertible, namely 10539: 10516: 10490: 10470: 10407: 9978: 9955: 9820: 9794: 9768: 9742: 9716: 9674: 9640: 9570: 9492: 9394: 9329: 9272: 8886: 8821: 8768: 8746: 8717: 8508: 8471: 8406: 8355: 8331: 8273: 8253: 8233: 8213: 8163: 8123: 8077: 8050: 7981: 7938: 7895: 7856: 7836: 7809: 7743: 7672: 7630: 7610: 7586: 7478: 7455: 7435: 7434:{\displaystyle \det B} 7412: 7392: 7369: 7303: 7283: 7229: 7167: 7136: 7039: 6990: 6938: 6890: 6836: 6782: 6687: 6592: 6498: 6397: 6373: 6269: 6235: 6211: 6190: 6103: 6102:{\displaystyle i<j} 6077: 6076:{\displaystyle i>j} 6051: 6011: 5965: 5705: 5525: 5505: 5479: 5416:Immediate consequences 5394: 5362: 5262: 4975: 4927: 4913:th column of a matrix 4888: 4868: 4818: 4785: 4713: 4689: 4651: 4603: 4428: 4382: 4322: 4287: 4186: 3946: 3814: 3791: 3765: 3745: 3713: 3692:, is commonly denoted 3682: 3617: 3594: 3542: 3495: 3443: 3244: 2989: 2953: 2639: 2578: 2455: 2372: 2349: 2137: 1975:oriented plane segment 1953: 1935: 1595:The absolute value of 1513: 1494: 1327: 1304: 1080: 1000: 944: 910: 747: 630:is denoted either by " 624: 391: 360:The determinant of an 351: 186: 27782:Row and column spaces 27727:Scalar multiplication 27436:Eves, Howard (1990), 27334:Historical references 27258:Rote, Günter (2001), 27130:Poole, David (2006), 26732:10.1145/122272.122273 26720:ACM SIGNUM Newsletter 26536:10.1145/258726.258740 26397: 25774:Grattan-Guinness 2003 25300:Dieudonné determinant 25208: 25184: 25133: 25086: 25047: 25009: 24983: 24941: 24912: 24892: 24845: 24777: 24757: 24734: 24711: 24691: 24671: 24651: 24631: 24611: 24591: 24571: 24545: 24507: 24484: 24449: 24394: 24370:Some methods compute 24366:Decomposition methods 24327: 24301: 24272: 24252: 24202: 24160:Dieudonné determinant 24083: 23997:trace class operators 23954: 23900: 23785: 23727: 23689: 23665: 23634: 23632:{\displaystyle S_{n}} 23596: 23552: 23526: 23488: 23468: 23438: 23436:{\displaystyle R^{n}} 23411: 23388: 23256: 23223: 23195: 23175: 23145: 23112: 22933:induces a linear map 22928: 22908: 22888: 22855: 22835: 22815: 22793:or, more generally a 22788: 22768: 22748: 22702: 22640: 22607: 22568: 22548: 22518: 22415: 22395: 22375: 22286: 22251: 22236: 22212: 22192: 22159: 22091: 22063: 22039: 22019: 21965: 21926: 21904: 21847: 21816:linear transformation 21802: 21598: 21432:), the integral over 21405:Its determinant, the 21397: 21276: 21203: 21157: 21142: 21060: 21008: 20911: 20878: 20858: 20838: 20812: 20762: 20742: 20703: 20679:, then the volume of 20667: 20632: 20612: 20529:linear transformation 20429: 20403: 20380: 19995: 19969: 19901: 19868: 19866:{\displaystyle v_{3}} 19841: 19786: 19766: 19719: 19677: 19583: 19581:{\displaystyle a_{j}} 19553: 19393: 19297: 19282:by the column vector 19277: 19257: 19237: 19235:{\displaystyle A_{i}} 19207: 19097: 19068: 19048: 18785: 18610: 18608:{\displaystyle a,b,c} 18578: 18526: 18497: 18460: 18431: 18393: 18298: 18264: 18071: 17935: 17912: 17796: 17776: 17752: 17717: 17603: 17581: 17515: 17336: 17185: 17082: 17037: 17013: 16920: 16875: 16824: 16620: 16463: 16415: 16387: 16250: 16098: 15993: 15881: 15307: 15235: 15151: 15067: 14969: 14949: 14929: 14906: 14659:Sylvester's criterion 14641: 14596: 14572: 14548: 14528: 14504: 14481: 14409: 14389: 14369: 14349: 14329: 14309: 14279: 14204: 14155: 14090: 14066: 14040: 13999: 13947: 13905: 13778: 13747: 13718: 13679: 13659: 13639: 13518: 13485: 13411: 13232: 13090: 13070: 13041: 13018: 12811: 12669: 12616: 12494: 12452: 12351: 12317: 12292:, when restricted to 12274: 12204: 12101: 12081: 12061: 12027: 11991: 11968: 11945: 11925: 11902: 11763: 11641: 11509: 11368: 11267: 11247: 11227: 11201: 11172: 11143: 11054: 11052:{\displaystyle CD=DC} 11019: 10999: 10965: 10540: 10517: 10491: 10471: 10408: 9979: 9956: 9821: 9795: 9769: 9743: 9717: 9675: 9641: 9571: 9493: 9395: 9330: 9273: 8887: 8801: 8769: 8747: 8718: 8509: 8472: 8386: 8356: 8332: 8274: 8254: 8234: 8214: 8164: 8124: 8078: 8051: 7982: 7939: 7896: 7857: 7837: 7810: 7767:special unitary group 7744: 7673: 7631: 7611: 7587: 7479: 7456: 7436: 7413: 7393: 7370: 7304: 7284: 7265:The determinant is a 7230: 7168: 7137: 7040: 6991: 6939: 6891: 6837: 6783: 6688: 6593: 6499: 6398: 6374: 6270: 6236: 6212: 6170: 6104: 6078: 6052: 6012: 5966: 5706: 5526: 5506: 5480: 5424:The determinant is a 5395: 5363: 5263: 4976: 4928: 4889: 4869: 4819: 4817:{\displaystyle a_{i}} 4786: 4714: 4690: 4652: 4604: 4429: 4383: 4323: 4267: 4187: 3947: 3815: 3792: 3766: 3746: 3714: 3712:{\displaystyle S_{n}} 3683: 3618: 3595: 3543: 3491: 3444: 3245: 2990: 2954: 2651:linear transformation 2640: 2579: 2456: 2373: 2350: 2138: 1947: 1936: 1511: 1495: 1328: 1305: 1081: 1001: 945: 911: 748: 625: 573:The determinant of a 392: 352: 187: 111:The determinant of a 27917:Gram–Schmidt process 27869:Gaussian elimination 27595:Robertson, Edmund F. 27230:Lang, Serge (2002). 27212:Lang, Serge (1987), 27194:Lang, Serge (1985), 26139: 25835:on 10 September 2012 25444:, §VI.7, Theorem 7.5 25261:Dodgson condensation 25246:are column vectors. 25197: 25154: 25148:Gaussian elimination 25140:closed ordered walks 25103: 25056: 25018: 24992: 24950: 24939:{\displaystyle M(n)} 24921: 24901: 24862: 24789: 24766: 24743: 24720: 24700: 24680: 24660: 24640: 24620: 24600: 24580: 24560: 24519: 24496: 24458: 24419: 24374: 24341:Gaussian elimination 24336:Gaussian elemination 24313: 24284: 24261: 24238: 24182: 24006: 23993:Fredholm determinant 23916: 23801: 23743: 23701: 23678: 23654: 23616: 23573: 23535: 23505: 23477: 23447: 23420: 23400: 23268: 23232: 23212: 23184: 23154: 23124: 22940: 22917: 22897: 22867: 22844: 22824: 22804: 22777: 22757: 22725: 22660: 22651:multiplicative group 22616: 22589: 22557: 22537: 22427: 22404: 22384: 22295: 22263: 22225: 22219:multiplicative group 22201: 22175: 22169:general linear group 22113: 22072: 22052: 22028: 21977: 21939: 21931:, as opposed to the 21913: 21893: 21824: 21812:similarity invariant 21666: 21461: 21407:Jacobian determinant 21304: 21232: 21162: 21069: 21031: 20923: 20909:{\displaystyle f(S)} 20891: 20867: 20847: 20821: 20771: 20751: 20747:times the volume of 20712: 20701:{\displaystyle f(S)} 20683: 20641: 20621: 20571: 20412: 20392: 20015: 19978: 19914: 19884: 19850: 19795: 19775: 19752: 19689: 19599: 19565: 19309: 19286: 19266: 19246: 19219: 19113: 19077: 19057: 19046:{\displaystyle Ax=b} 19028: 18918:. In his memoirs in 18906:Cauchy–Binet formula 18626: 18587: 18535: 18509: 18472: 18440: 18413: 18310: 18281: 18086: 17947: 17924: 17808: 17785: 17781:. In particular, if 17765: 17729: 17623: 17590: 17555: 17372: 17248: 17034: 16851: 16700: 16503: 16412: 16113: 15930: 15343: 15254: 15206: 15086: 15005: 14958: 14938: 14918: 14668: 14608: 14585: 14561: 14537: 14517: 14493: 14424: 14398: 14378: 14358: 14338: 14334:is an eigenvalue of 14318: 14298: 14186: 14105: 14079: 14049: 14029: 13956: 13917: 13790: 13756: 13745:{\displaystyle A=aI} 13727: 13688: 13668: 13648: 13527: 13501: 13426: 13247: 13102: 13079: 13075:, and similarly for 13050: 13030: 12826: 12681: 12632: 12506: 12477: 12463:homogeneous function 12360: 12334: 12300: 12213: 12110: 12090: 12070: 12050: 12010: 11977: 11954: 11934: 11914: 11910:For square matrices 11776: 11669: 11581: 11427: 11279: 11256: 11236: 11210: 11184: 11155: 11066: 11031: 11008: 10988: 10552: 10529: 10500: 10480: 10420: 10416:which simplifies to 9995: 9968: 9837: 9804: 9778: 9752: 9726: 9688: 9658: 9590: 9508: 9407: 9372: 9298: 8903: 8783: 8758: 8730: 8521: 8492: 8480:which is called the 8368: 8345: 8283: 8263: 8243: 8223: 8173: 8140: 8113: 8088:Cauchy–Binet formula 8060: 7994: 7952: 7909: 7866: 7846: 7819: 7780: 7689: 7684:special linear group 7643: 7638:general linear group 7620: 7600: 7500: 7468: 7445: 7422: 7402: 7382: 7320: 7293: 7273: 7184: 7157: 7055: 7003: 6951: 6902: 6854: 6816: 6700: 6605: 6510: 6413: 6387: 6282: 6259: 6252:Gaussian elimination 6225: 6113: 6087: 6061: 6025: 6001: 5715: 5538: 5515: 5489: 5432: 5426:homogeneous function 5378: 5286: 5006: 4940: 4917: 4878: 4841: 4801: 4726: 4703: 4673: 4620: 4449: 4400: 4339: 4206: 3966: 3829: 3801: 3775: 3755: 3723: 3696: 3627: 3607: 3560: 3526: 3295: 3017: 2966: 2720: 2597: 2465: 2397: 2362: 2150: 2063: 1749: 1524:: one that maps the 1340: 1317: 1096: 1013: 957: 928: 763: 641: 581: 559:changes of variables 557:, in particular for 555:Jacobian determinant 415:Gaussian elimination 378: 206: 122: 56:is commonly denoted 46:of the entries of a 28047:Numerical stability 27927:Multilinear algebra 27902:Inner product space 27752:Linear independence 27593:O'Connor, John J.; 27430:10.3931/e-rara-4048 26713:"An empty exercise" 26060:, §11.4, Theorem 30 26031:Lay, David (2021). 25733:1992ZPhyA.344...99K 25220:and the inverse of 24345:elementary matrices 24168:Capelli determinant 24117:von Neumann algebra 23986:Functional analysis 23649:associative algebra 23639:in Leibniz's rule. 23204:) use this fact to 21296:partial derivatives 21151:over the vertices. 20427:{\displaystyle n-1} 20354: 20311: 20273: 20211: 20182: 20158: 19993:{\displaystyle n-1} 19740:Linear independence 19588:are the columns of 18296:{\displaystyle A=I} 17360:multivariate normal 16815: 16769: 16754: 16726: 15895:Newton's identities 15243:the determinant of 12209:with the corollary 12025:{\displaystyle A+B} 11225:{\displaystyle B=C} 11199:{\displaystyle A=D} 9192: 9164: 9141: 9118: 9066: 9044: 9027: 9010: 8507:{\displaystyle i=1} 6403: 6275:using that method: 5975:of the permutation. 5274:The determinant is 4903:The determinant is 3813:{\displaystyle -1.} 3790:{\displaystyle +1,} 3002:The determinant of 1948:The volume of this 569:Two by two matrices 537:determines how the 27757:Linear combination 27625:2008-12-04 at the 27576:Weisstein, Eric W. 27067:Mac Lane, Saunders 26640:Axler, Sheldon Jay 26392: 26390: 26370: 26325: 26283: 26237: 26195: 25877:Muir, Sir Thomas, 25741:10.1007/BF01291027 25391:McConnell (1957). 25305:Slater determinant 25290:Cauchy determinant 25281:Mathematics portal 25203: 25179: 25128: 25099:having complexity 25081: 25042: 25004: 24978: 24936: 24907: 24887: 24840: 24772: 24755:{\displaystyle -1} 24752: 24732:{\displaystyle +1} 24729: 24706: 24686: 24666: 24646: 24626: 24606: 24586: 24566: 24555:permutation matrix 24540: 24502: 24479: 24444: 24389: 24325:{\displaystyle n!} 24322: 24296: 24280:) products for an 24267: 24250:{\displaystyle n!} 24247: 24197: 24078: 23949: 23895: 23780: 23722: 23684: 23672:finite-dimensional 23660: 23629: 23591: 23547: 23521: 23483: 23463: 23433: 23406: 23383: 23251: 23218: 23190: 23170: 23140: 23107: 23105: 22923: 22903: 22883: 22850: 22830: 22810: 22783: 22763: 22743: 22697: 22635: 22602: 22575:modular arithmetic 22563: 22543: 22513: 22410: 22390: 22370: 22281: 22254: 22243:group homomorphism 22231: 22207: 22187: 22154: 22105:group homomorphism 22086: 22058: 22046:invertible element 22034: 22014: 21960: 21921: 21899: 21842: 21797: 21593: 21392: 21271: 21211: 21198: 21137: 21055: 21003: 20906: 20873: 20853: 20833: 20807: 20757: 20737: 20698: 20662: 20627: 20607: 20543:matrix, this is a 20436:analytic functions 20424: 20398: 20375: 20366: 20328: 20285: 20247: 20199: 20170: 20146: 19990: 19964: 19910:: given functions 19896: 19863: 19836: 19781: 19761: 19746:linearly dependent 19714: 19672: 19578: 19561:where the vectors 19548: 19517: 19384: 19292: 19272: 19252: 19232: 19202: 19092: 19063: 19043: 18936:began their work. 18855:elimination theory 18780: 18778: 18619:of the other two: 18605: 18573: 18567: 18521: 18492: 18455: 18426: 18388: 18293: 18259: 18066: 17930: 17907: 17791: 17771: 17747: 17712: 17598: 17576: 17510: 17331: 17180: 17008: 16819: 16801: 16800: 16755: 16740: 16739: 16712: 16615: 16458: 16382: 16249: 16247: 16093: 15876: 15874: 15302: 15230: 15165:matrix exponential 15146: 15062: 14964: 14944: 14924: 14901: 14895: 14636: 14591: 14567: 14543: 14523: 14499: 14476: 14404: 14384: 14364: 14354:. In other words, 14344: 14324: 14304: 14289:pseudo-determinant 14274: 14150: 14095:must have exactly 14085: 14061: 14035: 13994: 13942: 13900: 13773: 13742: 13713: 13674: 13654: 13634: 13628: 13583: 13513: 13480: 13406: 13227: 13085: 13065: 13036: 13013: 12806: 12664: 12626: 12611: 12489: 12447: 12356:matrices, one has 12346: 12312: 12296:positive-definite 12269: 12199: 12096: 12076: 12056: 12022: 11989:{\displaystyle BA} 11986: 11966:{\displaystyle AB} 11963: 11940: 11920: 11897: 11758: 11636: 11504: 11363: 11315: 11262: 11242: 11222: 11196: 11167: 11138: 11102: 11049: 11014: 10994: 10960: 10958: 10891: 10793: 10736: 10726: 10650: 10592: 10535: 10512: 10486: 10466: 10403: 10401: 10334: 10236: 10179: 10169: 10093: 10035: 9974: 9951: 9942: 9873: 9816: 9790: 9764: 9738: 9712: 9670: 9636: 9581:nonsingular matrix 9566: 9488: 9390: 9325: 9323: 9268: 9231: 9195: 9172: 9144: 9121: 9098: 9052: 9030: 9013: 8996: 8898:Vandermonde matrix 8882: 8764: 8742: 8713: 8707: 8665: 8623: 8581: 8504: 8467: 8351: 8327: 8269: 8249: 8229: 8209: 8159: 8119: 8073: 8046: 7977: 7934: 7905:, this shows that 7891: 7852: 7832: 7805: 7774:group homomorphism 7739: 7668: 7626: 7606: 7582: 7484:with entries in a 7474: 7451: 7431: 7408: 7388: 7365: 7299: 7279: 7267:multiplicative map 7257:-linear function. 7225: 7163: 7132: 7035: 6986: 6934: 6886: 6832: 6778: 6772: 6683: 6677: 6588: 6582: 6494: 6488: 6393: 6382: 6369: 6360: 6265: 6231: 6207: 6099: 6073: 6047: 6007: 5984:linearly dependent 5961: 5701: 5521: 5501: 5475: 5390: 5358: 5258: 5256: 4971: 4935:linear combination 4923: 4884: 4864: 4814: 4781: 4709: 4685: 4647: 4599: 4515: 4424: 4388:is defined on the 4378: 4334:Levi-Civita symbol 4318: 4246: 4182: 4110: 4079: 3942: 3933: 3810: 3787: 3761: 3741: 3709: 3678: 3613: 3602:bijective function 3590: 3538: 3496: 3439: 3355: 3240: 3231: 3006:is denoted by det( 2985: 2949: 2940: 2635: 2574: 2451: 2368: 2345: 2321: 2252: 2190: 2133: 2127: 1981:, and coordinates 1954: 1931: 1904: 1875: 1514: 1490: 1481: 1385: 1323: 1300: 1291: 1242: 1151: 1076: 1046: 996: 990: 940: 906: 846: 802: 743: 716: 677: 620: 614: 563:multiple integrals 411:linear combination 390:{\displaystyle n!} 387: 347: 266: 182: 155: 28088: 28087: 27955:Geometric algebra 27912:Kronecker product 27747:Linear projection 27732:Vector projection 27326:978-0-89871-361-9 27286:978-3-540-42775-9 27241:978-0-387-95385-4 27186:978-0-521-54823-6 27106:978-0-89871-454-8 27041:978-0-321-28713-7 26991:978-0-8176-4684-4 26657:978-3-319-11079-0 26425:978-0-8218-3574-6 26072:, §I.4. See also 25206:{\displaystyle n} 25191:Bareiss Algorithm 24910:{\displaystyle n} 24775:{\displaystyle A} 24696:is just the sign 24689:{\displaystyle P} 24669:{\displaystyle U} 24649:{\displaystyle L} 24629:{\displaystyle U} 24609:{\displaystyle L} 24589:{\displaystyle 1} 24569:{\displaystyle P} 24505:{\displaystyle A} 24357:triangular matrix 24270:{\displaystyle n} 24156:quasideterminants 23979:Infinite matrices 23963:, as well as the 23687:{\displaystyle F} 23663:{\displaystyle A} 23517: 23486:{\displaystyle V} 23459: 23409:{\displaystyle n} 23285: 23221:{\displaystyle R} 23193:{\displaystyle R} 23166: 23136: 22992: 22972: 22956: 22926:{\displaystyle T} 22906:{\displaystyle V} 22879: 22853:{\displaystyle n} 22833:{\displaystyle R} 22813:{\displaystyle n} 22786:{\displaystyle V} 22766:{\displaystyle n} 22566:{\displaystyle m} 22546:{\displaystyle m} 22531:complex conjugate 22413:{\displaystyle f} 22393:{\displaystyle R} 22291:, there is a map 22258:ring homomorphism 22234:{\displaystyle R} 22210:{\displaystyle R} 22061:{\displaystyle R} 22037:{\displaystyle R} 21902:{\displaystyle R} 21359: 21080: 20983: 20971: 20876:{\displaystyle n} 20856:{\displaystyle A} 20760:{\displaystyle S} 20630:{\displaystyle A} 20535:is an orthogonal 20510:orthonormal basis 20502:orthogonal matrix 20401:{\displaystyle x} 20008:is defined to be 19846:, a third vector 19784:{\displaystyle A} 19295:{\displaystyle b} 19275:{\displaystyle A} 19255:{\displaystyle i} 19166: 19066:{\displaystyle x} 18951:, and Sylvester; 18865:theory of numbers 17987: 17933:{\displaystyle A} 17897: 17838: 17794:{\displaystyle A} 17774:{\displaystyle A} 17702: 17653: 17527:is less than the 17505: 17479: 17449: 17435: 17409: 17139: 17071: 16967: 16909: 16791: 16730: 16552: 16339: 16131: 16089: 16065: 16062: 15991: 15960: 15957: 15954: 15818: 15638: 15544: 15482: 15377: 15315:For example, for 14967:{\displaystyle n} 14947:{\displaystyle 1} 14927:{\displaystyle k} 14655:positive definite 14570:{\displaystyle A} 14546:{\displaystyle A} 14526:{\displaystyle I} 14502:{\displaystyle t} 14407:{\displaystyle A} 14387:{\displaystyle 0} 14367:{\displaystyle A} 14347:{\displaystyle A} 14327:{\displaystyle 0} 14307:{\displaystyle A} 14088:{\displaystyle A} 14038:{\displaystyle A} 14025:of a matrix. Let 13923: 13694: 13677:{\displaystyle b} 13657:{\displaystyle a} 13463: 13446: 13432: 13088:{\displaystyle B} 13039:{\displaystyle A} 12625:Proof of identity 12624: 12594: 12577: 12563: 12442: 12416: 12390: 12284:implies that the 12267: 12197: 12099:{\displaystyle C} 12079:{\displaystyle B} 12059:{\displaystyle A} 11943:{\displaystyle B} 11923:{\displaystyle A} 11265:{\displaystyle B} 11245:{\displaystyle A} 11017:{\displaystyle D} 10997:{\displaystyle C} 10658: 10656: 10538:{\displaystyle D} 10489:{\displaystyle D} 10101: 10099: 9977:{\displaystyle A} 9622: 9316: 9204: 8767:{\displaystyle j} 8354:{\displaystyle i} 8272:{\displaystyle j} 8252:{\displaystyle i} 8232:{\displaystyle A} 8122:{\displaystyle A} 8107:Laplace expansion 8102:Laplace expansion 8096:compound matrices 8056:is isomorphic to 7855:{\displaystyle K} 7763:rotation matrices 7678:(respectively, a 7629:{\displaystyle K} 7609:{\displaystyle n} 7549: 7477:{\displaystyle A} 7454:{\displaystyle A} 7411:{\displaystyle A} 7391:{\displaystyle B} 7302:{\displaystyle B} 7282:{\displaystyle A} 7202: 7166:{\displaystyle A} 7049: 7048: 6830: 6396:{\displaystyle A} 6268:{\displaystyle A} 6019:triangular matrix 6010:{\displaystyle A} 5524:{\displaystyle A} 4926:{\displaystyle A} 4887:{\displaystyle I} 4712:{\displaystyle n} 4467: 4224: 4088: 3751:of a permutation 3438: 2621: 2559: 2371:{\displaystyle A} 1755: 1504:Geometric meaning 1326:{\displaystyle r} 488:coordinate system 468:matrix similarity 407:Laplace expansion 106:triangular matrix 28123: 28078: 28077: 27960:Exterior algebra 27897:Hadamard product 27814: 27802:Linear equations 27673: 27666: 27659: 27650: 27649: 27611: 27589: 27588: 27570: 27545: 27539: 27531: 27515: 27480: 27458: 27432: 27416: 27403: 27392: 27366: 27344:, translated by 27329: 27311: 27310: 27309: 27303: 27297:, archived from 27278: 27264: 27254: 27245: 27226: 27208: 27190: 27175:(2nd ed.). 27165:Horn, Roger Alan 27144: 27126: 27114: 27109:, archived from 27089: 27062: 27044: 27026: 27002: 26968: 26950: 26948: 26941: 26923: 26913: 26888: 26867: 26866: 26856: 26833: 26813:Abstract algebra 26807: 26805: 26795: 26786:(125): 231–236. 26768: 26750: 26748: 26717: 26704: 26702: 26680:(102): 565–578, 26671: 26661: 26646:(3rd ed.). 26635: 26612: 26611: 26609: 26600:(2–3): 429–438. 26585: 26579: 26570: 26564: 26563: 26561: 26560: 26554: 26548:. Archived from 26525: 26516: 26510: 26505: 26499: 26493: 26487: 26482: 26476: 26475: 26473: 26461: 26455: 26449: 26443: 26436: 26430: 26429: 26409: 26403: 26401: 26399: 26398: 26393: 26391: 26375: 26374: 26330: 26329: 26288: 26287: 26246: 26242: 26241: 26200: 26199: 26124: 26118: 26113: 26107: 26097: 26091: 26085: 26079: 26067: 26061: 26055: 26049: 26043: 26037: 26036: 26028: 26022: 26016: 26010: 26004: 25998: 25992: 25986: 25981: 25975: 25969: 25963: 25957: 25951: 25945: 25939: 25933: 25927: 25921: 25915: 25907: 25901: 25895: 25889: 25875: 25869: 25863: 25857: 25851: 25845: 25844: 25842: 25840: 25831:. Archived from 25824: 25818: 25812: 25806: 25803: 25792: 25783: 25777: 25771: 25765: 25759: 25753: 25752: 25715: 25709: 25703: 25697: 25687: 25681: 25680: 25662: 25656: 25655: 25653: 25629: 25623: 25622: 25620: 25608: 25602: 25596: 25590: 25589: 25571: 25551: 25545: 25544: 25519:(501): 460–467. 25504: 25498: 25492: 25486: 25480: 25474: 25468: 25462: 25451: 25445: 25439: 25433: 25423: 25417: 25411: 25405: 25404: 25398: 25388: 25382: 25381: 25379: 25377: 25363: 25357: 25356: 25338: 25332: 25326: 25283: 25278: 25277: 25237: 25212: 25210: 25209: 25204: 25188: 25186: 25185: 25180: 25175: 25174: 25137: 25135: 25134: 25129: 25124: 25123: 25090: 25088: 25087: 25082: 25077: 25076: 25051: 25049: 25048: 25043: 25013: 25011: 25010: 25005: 24987: 24985: 24984: 24979: 24977: 24976: 24945: 24943: 24942: 24937: 24916: 24914: 24913: 24908: 24896: 24894: 24893: 24888: 24883: 24882: 24849: 24847: 24846: 24841: 24781: 24779: 24778: 24773: 24761: 24759: 24758: 24753: 24738: 24736: 24735: 24730: 24715: 24713: 24712: 24707: 24695: 24693: 24692: 24687: 24675: 24673: 24672: 24667: 24655: 24653: 24652: 24647: 24635: 24633: 24632: 24627: 24615: 24613: 24612: 24607: 24595: 24593: 24592: 24587: 24575: 24573: 24572: 24567: 24549: 24547: 24546: 24541: 24511: 24509: 24508: 24503: 24488: 24486: 24485: 24480: 24453: 24451: 24450: 24445: 24440: 24439: 24405:QR decomposition 24401:LU decomposition 24398: 24396: 24395: 24390: 24354: 24349:row echelon form 24331: 24329: 24328: 24323: 24305: 24303: 24302: 24297: 24276: 24274: 24273: 24268: 24256: 24254: 24253: 24248: 24206: 24204: 24203: 24198: 24196: 24195: 24190: 24141: 24133: 24087: 24085: 24084: 24079: 23958: 23956: 23955: 23950: 23936: 23935: 23931: 23904: 23902: 23901: 23896: 23894: 23893: 23881: 23880: 23868: 23867: 23855: 23854: 23789: 23787: 23786: 23781: 23767: 23766: 23731: 23729: 23728: 23723: 23693: 23691: 23690: 23685: 23669: 23667: 23666: 23661: 23638: 23636: 23635: 23630: 23628: 23627: 23600: 23598: 23597: 23592: 23556: 23554: 23553: 23548: 23530: 23528: 23527: 23522: 23516: 23508: 23492: 23490: 23489: 23484: 23472: 23470: 23469: 23464: 23458: 23450: 23442: 23440: 23439: 23434: 23432: 23431: 23415: 23413: 23412: 23407: 23392: 23390: 23389: 23384: 23379: 23378: 23360: 23359: 23332: 23328: 23327: 23326: 23308: 23307: 23293: 23289: 23284: 23276: 23260: 23258: 23257: 23252: 23244: 23243: 23227: 23225: 23224: 23219: 23199: 23197: 23196: 23191: 23179: 23177: 23176: 23171: 23165: 23157: 23149: 23147: 23146: 23141: 23135: 23127: 23116: 23114: 23113: 23108: 23106: 23099: 23098: 23077: 23076: 23061: 23060: 23041: 23040: 23022: 23021: 23009: 23008: 22991: 22983: 22971: 22963: 22955: 22947: 22932: 22930: 22929: 22924: 22912: 22910: 22909: 22904: 22892: 22890: 22889: 22884: 22878: 22870: 22859: 22857: 22856: 22851: 22839: 22837: 22836: 22831: 22819: 22817: 22816: 22811: 22792: 22790: 22789: 22784: 22772: 22770: 22769: 22764: 22752: 22750: 22749: 22744: 22711:Exterior algebra 22706: 22704: 22703: 22698: 22693: 22692: 22687: 22678: 22677: 22647:algebraic groups 22644: 22642: 22641: 22636: 22634: 22633: 22611: 22609: 22608: 22603: 22601: 22600: 22572: 22570: 22569: 22564: 22552: 22550: 22549: 22544: 22522: 22520: 22519: 22514: 22503: 22502: 22460: 22459: 22419: 22417: 22416: 22411: 22399: 22397: 22396: 22391: 22379: 22377: 22376: 22371: 22357: 22356: 22332: 22331: 22307: 22306: 22290: 22288: 22287: 22282: 22240: 22238: 22237: 22232: 22216: 22214: 22213: 22208: 22196: 22194: 22193: 22188: 22163: 22161: 22160: 22155: 22150: 22149: 22125: 22124: 22095: 22093: 22092: 22087: 22085: 22067: 22065: 22064: 22059: 22043: 22041: 22040: 22035: 22023: 22021: 22020: 22015: 22001: 22000: 21969: 21967: 21966: 21961: 21930: 21928: 21927: 21922: 21920: 21908: 21906: 21905: 21900: 21888:commutative ring 21851: 21849: 21848: 21843: 21806: 21804: 21803: 21798: 21766: 21765: 21705: 21704: 21658: 21632:similar matrices 21602: 21600: 21599: 21594: 21589: 21580: 21576: 21572: 21535: 21518: 21517: 21505: 21493: 21482: 21481: 21453: 21401: 21399: 21398: 21393: 21388: 21387: 21364: 21360: 21358: 21357: 21356: 21343: 21342: 21341: 21328: 21293: 21280: 21278: 21277: 21272: 21267: 21266: 21261: 21252: 21251: 21246: 21207: 21205: 21204: 21199: 21197: 21196: 21191: 21182: 21181: 21176: 21158:A nonlinear map 21146: 21144: 21143: 21138: 21136: 21089: 21081: 21073: 21064: 21062: 21061: 21056: 21012: 21010: 21009: 21004: 20984: 20982: 20978: 20974: 20973: 20972: 20954: 20915: 20913: 20912: 20907: 20882: 20880: 20879: 20874: 20862: 20860: 20859: 20854: 20842: 20840: 20839: 20834: 20816: 20814: 20813: 20808: 20806: 20805: 20800: 20791: 20790: 20785: 20766: 20764: 20763: 20758: 20746: 20744: 20743: 20738: 20736: 20719: 20707: 20705: 20704: 20699: 20671: 20669: 20668: 20663: 20661: 20660: 20655: 20636: 20634: 20633: 20628: 20616: 20614: 20613: 20608: 20606: 20605: 20600: 20591: 20590: 20585: 20542: 20538: 20504:with entries in 20433: 20431: 20430: 20425: 20407: 20405: 20404: 20399: 20384: 20382: 20381: 20376: 20371: 20370: 20353: 20336: 20310: 20293: 20272: 20255: 20207: 20178: 20154: 20132: 20131: 20106: 20105: 20085: 20084: 20052: 20051: 20033: 20032: 19999: 19997: 19996: 19991: 19974:(supposed to be 19973: 19971: 19970: 19965: 19954: 19953: 19926: 19925: 19905: 19903: 19902: 19897: 19872: 19870: 19869: 19864: 19862: 19861: 19845: 19843: 19842: 19837: 19835: 19834: 19829: 19820: 19819: 19807: 19806: 19790: 19788: 19787: 19782: 19770: 19768: 19767: 19762: 19723: 19721: 19720: 19715: 19710: 19709: 19681: 19679: 19678: 19673: 19668: 19667: 19587: 19585: 19584: 19579: 19577: 19576: 19557: 19555: 19554: 19549: 19535: 19534: 19522: 19521: 19514: 19513: 19497: 19496: 19479: 19478: 19467: 19466: 19444: 19443: 19423: 19422: 19412: 19407: 19389: 19388: 19381: 19380: 19354: 19353: 19327: 19326: 19301: 19299: 19298: 19293: 19281: 19279: 19278: 19273: 19261: 19259: 19258: 19253: 19241: 19239: 19238: 19233: 19231: 19230: 19211: 19209: 19208: 19203: 19167: 19165: 19151: 19147: 19146: 19130: 19125: 19124: 19101: 19099: 19098: 19093: 19072: 19070: 19069: 19064: 19052: 19050: 19049: 19044: 18921:Crelle's Journal 18899: 18789: 18787: 18786: 18781: 18779: 18772: 18764: 18740: 18739: 18738: 18724: 18716: 18692: 18691: 18690: 18676: 18668: 18644: 18643: 18642: 18614: 18612: 18611: 18606: 18582: 18580: 18579: 18574: 18572: 18571: 18530: 18528: 18527: 18522: 18501: 18499: 18498: 18493: 18491: 18490: 18485: 18484: 18464: 18462: 18461: 18456: 18435: 18433: 18432: 18427: 18425: 18424: 18397: 18395: 18394: 18389: 18384: 18380: 18379: 18302: 18300: 18299: 18294: 18268: 18266: 18265: 18260: 18258: 18254: 18253: 18231: 18227: 18223: 18222: 18184: 18180: 18179: 18075: 18073: 18072: 18067: 18062: 18061: 18053: 18049: 18048: 18016: 18015: 17988: 17986: 17985: 17984: 17968: 17951: 17939: 17937: 17936: 17931: 17916: 17914: 17913: 17908: 17903: 17899: 17898: 17896: 17888: 17880: 17878: 17877: 17839: 17837: 17829: 17812: 17800: 17798: 17797: 17792: 17780: 17778: 17777: 17772: 17756: 17754: 17753: 17748: 17721: 17719: 17718: 17713: 17708: 17704: 17703: 17701: 17693: 17685: 17654: 17652: 17644: 17627: 17614:Jacobi's formula 17607: 17605: 17604: 17599: 17597: 17585: 17583: 17582: 17577: 17575: 17574: 17563: 17537:root mean square 17519: 17517: 17516: 17511: 17506: 17504: 17500: 17499: 17480: 17472: 17470: 17450: 17442: 17437: 17436: 17428: 17410: 17408: 17407: 17403: 17402: 17376: 17353: 17340: 17338: 17337: 17332: 17285: 17281: 17280: 17279: 17240: 17226: 17214: 17204: 17200: 17189: 17187: 17186: 17181: 17175: 17174: 17169: 17165: 17164: 17160: 17159: 17140: 17135: 17134: 17133: 17124: 17123: 17104: 17101: 17096: 17072: 17070: 17059: 17056: 17051: 17026: 17017: 17015: 17014: 17009: 17003: 17002: 16997: 16993: 16992: 16988: 16987: 16968: 16963: 16962: 16961: 16942: 16939: 16934: 16910: 16908: 16897: 16894: 16889: 16835: 16828: 16826: 16825: 16820: 16814: 16809: 16799: 16768: 16763: 16753: 16748: 16738: 16725: 16720: 16692: 16664: 16636: 16624: 16622: 16621: 16616: 16608: 16607: 16589: 16588: 16576: 16575: 16563: 16562: 16553: 16551: 16543: 16542: 16541: 16522: 16467: 16465: 16464: 16459: 16448: 16447: 16434: 16429: 16404: 16391: 16389: 16388: 16383: 16378: 16377: 16376: 16375: 16365: 16361: 16360: 16340: 16338: 16334: 16333: 16324: 16323: 16322: 16321: 16306: 16305: 16304: 16297: 16296: 16272: 16269: 16264: 16248: 16238: 16237: 16216: 16215: 16200: 16199: 16180: 16179: 16161: 16160: 16148: 16147: 16102: 16100: 16099: 16094: 16087: 16063: 16060: 16059: 16055: 16054: 16035: 16034: 16012: 16007: 15992: 15984: 15976: 15975: 15958: 15955: 15952: 15942: 15941: 15918: 15904: 15885: 15883: 15882: 15877: 15875: 15868: 15864: 15863: 15859: 15858: 15816: 15815: 15811: 15810: 15785: 15784: 15779: 15775: 15774: 15770: 15769: 15738: 15737: 15732: 15728: 15706: 15702: 15701: 15676: 15675: 15670: 15666: 15639: 15631: 15603: 15599: 15598: 15594: 15593: 15568: 15564: 15563: 15542: 15520: 15519: 15514: 15510: 15483: 15475: 15447: 15443: 15442: 15438: 15437: 15415: 15414: 15409: 15405: 15378: 15370: 15336:, respectively, 15335: 15328: 15321: 15311: 15309: 15308: 15303: 15246: 15239: 15237: 15236: 15231: 15198: 15194: 15186: 15182: 15178: 15174: 15170: 15162: 15155: 15153: 15152: 15147: 15078: 15071: 15069: 15068: 15063: 14997: 14993: 14973: 14971: 14970: 14965: 14953: 14951: 14950: 14945: 14933: 14931: 14930: 14925: 14910: 14908: 14907: 14902: 14900: 14899: 14892: 14891: 14869: 14868: 14851: 14850: 14809: 14808: 14786: 14785: 14768: 14767: 14748: 14747: 14725: 14724: 14707: 14706: 14680: 14679: 14651:Hermitian matrix 14645: 14643: 14642: 14637: 14620: 14619: 14600: 14598: 14597: 14592: 14576: 14574: 14573: 14568: 14552: 14550: 14549: 14544: 14532: 14530: 14529: 14524: 14508: 14506: 14505: 14500: 14485: 14483: 14482: 14477: 14436: 14435: 14413: 14411: 14410: 14405: 14393: 14391: 14390: 14385: 14373: 14371: 14370: 14365: 14353: 14351: 14350: 14345: 14333: 14331: 14330: 14325: 14313: 14311: 14310: 14305: 14283: 14281: 14280: 14275: 14270: 14269: 14257: 14256: 14247: 14246: 14234: 14233: 14223: 14218: 14175:is equal to the 14174: 14170: 14166: 14159: 14157: 14156: 14151: 14149: 14148: 14130: 14129: 14117: 14116: 14094: 14092: 14091: 14086: 14070: 14068: 14067: 14062: 14044: 14042: 14041: 14036: 14003: 14001: 14000: 13995: 13984: 13951: 13949: 13948: 13943: 13932: 13924: 13921: 13909: 13907: 13906: 13901: 13896: 13895: 13883: 13882: 13867: 13856: 13855: 13831: 13830: 13815: 13782: 13780: 13779: 13774: 13772: 13751: 13749: 13748: 13743: 13722: 13720: 13719: 13714: 13703: 13695: 13692: 13683: 13681: 13680: 13675: 13663: 13661: 13660: 13655: 13643: 13641: 13640: 13635: 13633: 13632: 13588: 13587: 13546: 13522: 13520: 13519: 13514: 13489: 13487: 13486: 13481: 13464: 13461: 13447: 13444: 13433: 13430: 13415: 13413: 13412: 13407: 13402: 13401: 13392: 13391: 13379: 13378: 13369: 13368: 13356: 13355: 13346: 13345: 13333: 13332: 13323: 13322: 13304: 13303: 13291: 13290: 13275: 13274: 13262: 13261: 13236: 13234: 13233: 13228: 13223: 13222: 13213: 13212: 13200: 13199: 13190: 13189: 13177: 13176: 13167: 13166: 13154: 13153: 13144: 13143: 13094: 13092: 13091: 13086: 13074: 13072: 13071: 13066: 13045: 13043: 13042: 13037: 13022: 13020: 13019: 13014: 13009: 13008: 12999: 12998: 12986: 12985: 12976: 12975: 12963: 12962: 12953: 12952: 12940: 12939: 12930: 12929: 12917: 12916: 12907: 12906: 12894: 12893: 12884: 12883: 12871: 12870: 12861: 12860: 12848: 12847: 12838: 12837: 12819:Expanding gives 12815: 12813: 12812: 12807: 12799: 12798: 12786: 12785: 12770: 12769: 12757: 12756: 12738: 12737: 12725: 12724: 12709: 12708: 12696: 12695: 12673: 12671: 12670: 12665: 12663: 12662: 12647: 12646: 12620: 12618: 12617: 12612: 12595: 12592: 12578: 12575: 12564: 12561: 12498: 12496: 12495: 12490: 12460: 12456: 12454: 12453: 12448: 12443: 12441: 12436: 12422: 12417: 12415: 12410: 12396: 12391: 12389: 12384: 12364: 12355: 12353: 12352: 12347: 12329: 12325: 12321: 12319: 12318: 12313: 12290:concave function 12287: 12278: 12276: 12275: 12270: 12268: 12265: 12208: 12206: 12205: 12200: 12198: 12195: 12105: 12103: 12102: 12097: 12085: 12083: 12082: 12077: 12065: 12063: 12062: 12057: 12031: 12029: 12028: 12023: 11995: 11993: 11992: 11987: 11972: 11970: 11969: 11964: 11949: 11947: 11946: 11941: 11929: 11927: 11926: 11921: 11906: 11904: 11903: 11898: 11852: 11848: 11844: 11843: 11767: 11765: 11764: 11759: 11754: 11750: 11746: 11745: 11727: 11726: 11725: 11659: 11645: 11643: 11642: 11637: 11617: 11613: 11603: 11602: 11601: 11554: 11544: 11513: 11511: 11510: 11505: 11500: 11496: 11486: 11485: 11484: 11463: 11459: 11449: 11448: 11447: 11412:matrix (so that 11411: 11397: 11384:states that for 11372: 11370: 11369: 11364: 11320: 11319: 11272:do not commute) 11271: 11269: 11268: 11263: 11251: 11249: 11248: 11243: 11231: 11229: 11228: 11223: 11205: 11203: 11202: 11197: 11176: 11174: 11173: 11168: 11147: 11145: 11144: 11139: 11107: 11106: 11058: 11056: 11055: 11050: 11023: 11021: 11020: 11015: 11003: 11001: 11000: 10995: 10969: 10967: 10966: 10961: 10959: 10946: 10945: 10900: 10896: 10895: 10888: 10887: 10869: 10868: 10848: 10847: 10797: 10792: 10791: 10790: 10761: 10760: 10737: 10732: 10731: 10730: 10723: 10722: 10705: 10704: 10680: 10679: 10655: 10654: 10597: 10596: 10544: 10542: 10541: 10536: 10521: 10519: 10518: 10513: 10495: 10493: 10492: 10487: 10475: 10473: 10472: 10467: 10459: 10458: 10412: 10410: 10409: 10404: 10402: 10389: 10388: 10343: 10339: 10338: 10328: 10327: 10304: 10303: 10279: 10278: 10240: 10235: 10234: 10233: 10204: 10203: 10180: 10175: 10174: 10173: 10166: 10165: 10144: 10143: 10126: 10125: 10098: 10097: 10040: 10039: 9983: 9981: 9980: 9975: 9960: 9958: 9957: 9952: 9947: 9946: 9878: 9877: 9828:Schur complement 9825: 9823: 9822: 9817: 9799: 9797: 9796: 9791: 9773: 9771: 9770: 9765: 9747: 9745: 9744: 9739: 9721: 9719: 9718: 9713: 9679: 9677: 9676: 9671: 9645: 9643: 9642: 9637: 9623: 9621: 9610: 9605: 9604: 9575: 9573: 9572: 9567: 9497: 9495: 9494: 9489: 9484: 9483: 9471: 9470: 9443: 9442: 9399: 9397: 9396: 9391: 9334: 9332: 9331: 9326: 9324: 9322: 9321: 9308: 9277: 9275: 9274: 9269: 9264: 9260: 9259: 9258: 9246: 9245: 9230: 9200: 9199: 9191: 9180: 9163: 9152: 9140: 9129: 9117: 9106: 9065: 9060: 9043: 9038: 9026: 9021: 9009: 9004: 8991: 8990: 8974: 8973: 8962: 8961: 8950: 8949: 8891: 8889: 8888: 8883: 8878: 8877: 8862: 8861: 8846: 8845: 8820: 8815: 8776:is the equality 8773: 8771: 8770: 8765: 8751: 8749: 8748: 8743: 8722: 8720: 8719: 8714: 8712: 8711: 8670: 8669: 8628: 8627: 8586: 8585: 8513: 8511: 8510: 8505: 8485: 8476: 8474: 8473: 8468: 8463: 8462: 8447: 8446: 8431: 8430: 8405: 8400: 8360: 8358: 8357: 8352: 8336: 8334: 8333: 8328: 8326: 8325: 8310: 8309: 8278: 8276: 8275: 8270: 8259:-th row and the 8258: 8256: 8255: 8250: 8239:by removing the 8238: 8236: 8235: 8230: 8218: 8216: 8215: 8210: 8168: 8166: 8165: 8160: 8158: 8157: 8128: 8126: 8125: 8120: 8082: 8080: 8079: 8074: 8072: 8071: 8055: 8053: 8052: 8047: 8033: 8032: 8023: 8006: 8005: 7986: 7984: 7983: 7978: 7964: 7963: 7943: 7941: 7940: 7935: 7921: 7920: 7900: 7898: 7897: 7892: 7878: 7877: 7861: 7859: 7858: 7853: 7841: 7839: 7838: 7833: 7831: 7830: 7814: 7812: 7811: 7806: 7792: 7791: 7748: 7746: 7745: 7740: 7726: 7725: 7701: 7700: 7677: 7675: 7674: 7669: 7655: 7654: 7635: 7633: 7632: 7627: 7615: 7613: 7612: 7607: 7591: 7589: 7588: 7583: 7581: 7580: 7550: 7548: 7531: 7526: 7522: 7521: 7483: 7481: 7480: 7475: 7460: 7458: 7457: 7452: 7440: 7438: 7437: 7432: 7417: 7415: 7414: 7409: 7397: 7395: 7394: 7389: 7374: 7372: 7371: 7366: 7308: 7306: 7305: 7300: 7288: 7286: 7285: 7280: 7248: 7234: 7232: 7231: 7226: 7209: 7205: 7204: 7203: 7172: 7170: 7169: 7164: 7141: 7139: 7138: 7133: 7089: 7081: 7070: 7062: 7044: 7042: 7041: 7036: 7034: 7026: 7018: 7010: 6995: 6993: 6992: 6987: 6985: 6977: 6966: 6958: 6943: 6941: 6940: 6935: 6933: 6925: 6917: 6909: 6895: 6893: 6892: 6887: 6885: 6877: 6869: 6861: 6841: 6839: 6838: 6833: 6831: 6823: 6787: 6785: 6784: 6779: 6777: 6776: 6692: 6690: 6689: 6684: 6682: 6681: 6597: 6595: 6594: 6589: 6587: 6586: 6503: 6501: 6500: 6495: 6493: 6492: 6404: 6402: 6400: 6399: 6394: 6381: 6378: 6376: 6375: 6370: 6365: 6364: 6274: 6272: 6271: 6266: 6240: 6238: 6237: 6232: 6216: 6214: 6213: 6208: 6203: 6202: 6189: 6184: 6166: 6165: 6150: 6149: 6140: 6139: 6108: 6106: 6105: 6100: 6082: 6080: 6079: 6074: 6056: 6054: 6053: 6048: 6040: 6039: 6016: 6014: 6013: 6008: 5970: 5968: 5967: 5962: 5957: 5952: 5951: 5933: 5932: 5920: 5919: 5907: 5906: 5894: 5893: 5884: 5876: 5871: 5870: 5852: 5851: 5839: 5838: 5826: 5825: 5813: 5812: 5803: 5792: 5787: 5786: 5771: 5770: 5758: 5757: 5745: 5744: 5732: 5731: 5722: 5710: 5708: 5707: 5702: 5697: 5692: 5691: 5673: 5672: 5654: 5653: 5635: 5634: 5625: 5614: 5609: 5608: 5590: 5589: 5574: 5573: 5555: 5554: 5545: 5530: 5528: 5527: 5522: 5510: 5508: 5507: 5502: 5484: 5482: 5481: 5476: 5462: 5461: 5399: 5397: 5396: 5391: 5367: 5365: 5364: 5359: 5351: 5346: 5345: 5303: 5302: 5293: 5267: 5265: 5264: 5259: 5257: 5253: 5248: 5247: 5217: 5216: 5207: 5199: 5194: 5193: 5166: 5165: 5156: 5139: 5135: 5130: 5129: 5111: 5110: 5074: 5073: 5049: 5048: 5039: 5038: 5025: 5017: 4980: 4978: 4977: 4972: 4952: 4951: 4933:is written as a 4932: 4930: 4929: 4924: 4893: 4891: 4890: 4885: 4873: 4871: 4870: 4865: 4857: 4823: 4821: 4820: 4815: 4813: 4812: 4790: 4788: 4787: 4782: 4777: 4776: 4770: 4769: 4751: 4750: 4741: 4740: 4718: 4716: 4715: 4710: 4694: 4692: 4691: 4686: 4656: 4654: 4653: 4648: 4615: 4608: 4606: 4605: 4600: 4595: 4594: 4593: 4592: 4568: 4567: 4566: 4565: 4545: 4544: 4543: 4542: 4530: 4529: 4514: 4513: 4512: 4494: 4493: 4481: 4480: 4437: 4433: 4431: 4430: 4425: 4391: 4387: 4385: 4384: 4379: 4377: 4376: 4375: 4374: 4356: 4355: 4327: 4325: 4324: 4319: 4317: 4313: 4312: 4311: 4286: 4281: 4245: 4244: 4243: 4191: 4189: 4188: 4183: 4178: 4177: 4150: 4149: 4109: 4108: 4107: 4084: 4083: 4076: 4075: 4057: 4056: 4026: 4025: 4007: 4006: 3951: 3949: 3948: 3943: 3938: 3937: 3930: 3929: 3911: 3910: 3880: 3879: 3861: 3860: 3819: 3817: 3816: 3811: 3796: 3794: 3793: 3788: 3770: 3768: 3767: 3762: 3750: 3748: 3747: 3742: 3719:. The signature 3718: 3716: 3715: 3710: 3708: 3707: 3687: 3685: 3684: 3679: 3622: 3620: 3619: 3614: 3599: 3597: 3596: 3591: 3547: 3545: 3544: 3539: 3506: 3448: 3446: 3445: 3440: 3436: 3360: 3359: 3287: 3249: 3247: 3246: 3241: 3236: 3235: 3228: 3227: 3205: 3204: 3187: 3186: 3145: 3144: 3122: 3121: 3104: 3103: 3084: 3083: 3061: 3060: 3043: 3042: 2997:commutative ring 2994: 2992: 2991: 2986: 2984: 2983: 2958: 2956: 2955: 2950: 2945: 2944: 2937: 2936: 2914: 2913: 2896: 2895: 2854: 2853: 2831: 2830: 2813: 2812: 2793: 2792: 2770: 2769: 2752: 2751: 2644: 2642: 2641: 2636: 2622: 2619: 2583: 2581: 2580: 2575: 2570: 2566: 2557: 2550: 2549: 2531: 2530: 2525: 2519: 2518: 2500: 2499: 2494: 2488: 2487: 2460: 2458: 2457: 2452: 2447: 2446: 2441: 2426: 2425: 2420: 2411: 2410: 2405: 2377: 2375: 2374: 2369: 2358:This means that 2354: 2352: 2351: 2346: 2341: 2340: 2335: 2326: 2325: 2272: 2271: 2266: 2257: 2256: 2210: 2209: 2204: 2195: 2194: 2142: 2140: 2139: 2134: 2132: 2128: 2124: 2123: 2118: 2105: 2104: 2099: 2091: 2090: 2085: 2051: 2038: 2024: 2004: 1992: 1980: 1940: 1938: 1937: 1932: 1909: 1908: 1880: 1879: 1848: 1835: 1831: 1821: 1817: 1816: 1811: 1790: 1785: 1780: 1774: 1769: 1764: 1756: 1753: 1741: 1727: 1712: 1685: 1670: 1655: 1640: 1612: 1608: 1604: 1591: 1579: 1559: 1547: 1535: 1531: 1519: 1499: 1497: 1496: 1491: 1486: 1485: 1390: 1389: 1332: 1330: 1329: 1324: 1309: 1307: 1306: 1301: 1296: 1295: 1288: 1271: 1247: 1246: 1202: 1179: 1156: 1155: 1148: 1125: 1085: 1083: 1082: 1077: 1051: 1050: 1005: 1003: 1002: 997: 995: 994: 949: 947: 946: 941: 920:First properties 915: 913: 912: 907: 851: 850: 843: 807: 806: 752: 750: 749: 744: 721: 720: 682: 681: 633: 629: 627: 626: 621: 619: 618: 576: 544: 528: 520: 452: 445: 433: 419:row echelon form 404: 396: 394: 393: 388: 369: 356: 354: 353: 348: 271: 270: 198: 191: 189: 188: 183: 160: 159: 114: 80: 78: 70: 63: 55: 28131: 28130: 28126: 28125: 28124: 28122: 28121: 28120: 28091: 28090: 28089: 28084: 28066: 28028: 27984: 27921: 27873: 27815: 27806: 27772:Change of basis 27762:Multilinear map 27700: 27682: 27677: 27627:Wayback Machine 27552: 27533: 27532: 27499:(22): 320–359, 27478: 27466:, vol. 1, 27448: 27382: 27364: 27336: 27327: 27307: 27305: 27301: 27287: 27262: 27242: 27224: 27206: 27187: 27173:Matrix Analysis 27142: 27107: 27087: 27060: 27042: 27024: 26992: 26966: 26946: 26921: 26895:10.2307/4145188 26823: 26766: 26746: 26715: 26700: 26686:10.2307/2004533 26669: 26658: 26626: 26620: 26615: 26586: 26582: 26571: 26567: 26558: 26556: 26552: 26546: 26523: 26517: 26513: 26506: 26502: 26494: 26490: 26483: 26479: 26462: 26458: 26450: 26446: 26437: 26433: 26426: 26410: 26406: 26389: 26388: 26369: 26368: 26363: 26357: 26356: 26351: 26341: 26340: 26324: 26323: 26318: 26312: 26311: 26306: 26296: 26295: 26282: 26281: 26276: 26270: 26269: 26264: 26254: 26253: 26244: 26243: 26236: 26235: 26230: 26224: 26223: 26218: 26208: 26207: 26194: 26193: 26188: 26182: 26181: 26176: 26166: 26165: 26152: 26142: 26140: 26137: 26136: 26125: 26121: 26114: 26110: 26098: 26094: 26086: 26082: 26068: 26064: 26056: 26052: 26044: 26040: 26029: 26025: 26017: 26013: 26005: 26001: 25993: 25989: 25982: 25978: 25970: 25966: 25958: 25954: 25946: 25942: 25934: 25930: 25922: 25918: 25908: 25904: 25896: 25892: 25876: 25872: 25864: 25860: 25852: 25848: 25838: 25836: 25827: 25825: 25821: 25813: 25809: 25804: 25795: 25784: 25780: 25772: 25768: 25764:, § 0.8.10 25760: 25756: 25716: 25712: 25704: 25700: 25688: 25684: 25672: 25663: 25659: 25630: 25626: 25609: 25605: 25597: 25593: 25552: 25548: 25525:10.2307/3620776 25505: 25501: 25493: 25489: 25481: 25477: 25469: 25465: 25453:Alternatively, 25452: 25448: 25440: 25436: 25424: 25420: 25412: 25408: 25389: 25385: 25375: 25373: 25365: 25364: 25360: 25339: 25335: 25327: 25323: 25319: 25314: 25279: 25272: 25269: 25229: 25198: 25195: 25194: 25170: 25166: 25155: 25152: 25151: 25119: 25115: 25104: 25101: 25100: 25072: 25068: 25057: 25054: 25053: 25019: 25016: 25015: 24993: 24990: 24989: 24972: 24968: 24951: 24948: 24947: 24922: 24919: 24918: 24902: 24899: 24898: 24878: 24874: 24863: 24860: 24859: 24856: 24854:Further methods 24790: 24787: 24786: 24767: 24764: 24763: 24744: 24741: 24740: 24721: 24718: 24717: 24701: 24698: 24697: 24681: 24678: 24677: 24661: 24658: 24657: 24641: 24638: 24637: 24621: 24618: 24617: 24601: 24598: 24597: 24581: 24578: 24577: 24561: 24558: 24557: 24520: 24517: 24516: 24497: 24494: 24493: 24459: 24456: 24455: 24435: 24431: 24420: 24417: 24416: 24375: 24372: 24371: 24368: 24352: 24338: 24314: 24311: 24310: 24285: 24282: 24281: 24262: 24259: 24258: 24239: 24236: 24235: 24221: 24191: 24186: 24185: 24183: 24180: 24179: 24144:regular element 24139: 24128: 24125: 24101: 24007: 24004: 24003: 23981: 23961:field extension 23927: 23923: 23919: 23917: 23914: 23913: 23889: 23885: 23876: 23872: 23863: 23859: 23850: 23846: 23802: 23799: 23798: 23756: 23752: 23744: 23741: 23740: 23702: 23699: 23698: 23679: 23676: 23675: 23655: 23652: 23651: 23645: 23623: 23619: 23617: 23614: 23613: 23611:symmetric group 23574: 23571: 23570: 23563: 23536: 23533: 23532: 23512: 23506: 23503: 23502: 23499:chain complexes 23478: 23475: 23474: 23454: 23448: 23445: 23444: 23427: 23423: 23421: 23418: 23417: 23401: 23398: 23397: 23374: 23370: 23355: 23351: 23322: 23318: 23303: 23299: 23298: 23294: 23280: 23275: 23271: 23269: 23266: 23265: 23239: 23235: 23233: 23230: 23229: 23213: 23210: 23209: 23185: 23182: 23181: 23161: 23155: 23152: 23151: 23131: 23125: 23122: 23121: 23104: 23103: 23094: 23090: 23072: 23068: 23056: 23052: 23042: 23036: 23032: 23017: 23013: 23004: 23000: 22997: 22996: 22987: 22976: 22967: 22951: 22943: 22941: 22938: 22937: 22918: 22915: 22914: 22898: 22895: 22894: 22874: 22868: 22865: 22864: 22845: 22842: 22841: 22825: 22822: 22821: 22805: 22802: 22801: 22778: 22775: 22774: 22758: 22755: 22754: 22726: 22723: 22722: 22719: 22713: 22688: 22683: 22682: 22673: 22669: 22661: 22658: 22657: 22629: 22625: 22617: 22614: 22613: 22596: 22592: 22590: 22587: 22586: 22579:category theory 22558: 22555: 22554: 22538: 22535: 22534: 22492: 22488: 22449: 22445: 22428: 22425: 22424: 22405: 22402: 22401: 22385: 22382: 22381: 22352: 22348: 22327: 22323: 22302: 22298: 22296: 22293: 22292: 22264: 22261: 22260: 22226: 22223: 22222: 22202: 22199: 22198: 22176: 22173: 22172: 22145: 22141: 22120: 22116: 22114: 22111: 22110: 22081: 22073: 22070: 22069: 22053: 22050: 22049: 22029: 22026: 22025: 21990: 21986: 21978: 21975: 21974: 21940: 21937: 21936: 21916: 21914: 21911: 21910: 21894: 21891: 21890: 21884: 21825: 21822: 21821: 21758: 21754: 21697: 21693: 21667: 21664: 21663: 21647: 21628: 21623: 21585: 21568: 21546: 21542: 21531: 21513: 21509: 21501: 21489: 21468: 21464: 21462: 21459: 21458: 21441: 21428:(the domain of 21365: 21352: 21348: 21344: 21337: 21333: 21329: 21327: 21323: 21322: 21305: 21302: 21301: 21285: 21262: 21257: 21256: 21247: 21242: 21241: 21233: 21230: 21229: 21219:Jacobian matrix 21192: 21187: 21186: 21177: 21172: 21171: 21163: 21160: 21159: 21132: 21085: 21072: 21070: 21067: 21066: 21032: 21029: 21028: 20968: 20967: 20963: 20962: 20958: 20953: 20924: 20921: 20920: 20892: 20889: 20888: 20868: 20865: 20864: 20848: 20845: 20844: 20822: 20819: 20818: 20801: 20796: 20795: 20786: 20781: 20780: 20772: 20769: 20768: 20752: 20749: 20748: 20732: 20715: 20713: 20710: 20709: 20684: 20681: 20680: 20656: 20651: 20650: 20642: 20639: 20638: 20622: 20619: 20618: 20601: 20596: 20595: 20586: 20581: 20580: 20572: 20569: 20568: 20557: 20540: 20536: 20514:Euclidean space 20466: 20460: 20413: 20410: 20409: 20393: 20390: 20389: 20365: 20364: 20337: 20332: 20326: 20321: 20294: 20289: 20283: 20256: 20251: 20244: 20243: 20238: 20233: 20228: 20222: 20221: 20203: 20197: 20192: 20174: 20168: 20150: 20143: 20142: 20127: 20123: 20121: 20116: 20101: 20097: 20095: 20080: 20076: 20069: 20068: 20047: 20043: 20028: 20024: 20016: 20013: 20012: 19979: 19976: 19975: 19949: 19945: 19921: 19917: 19915: 19912: 19911: 19885: 19882: 19881: 19857: 19853: 19851: 19848: 19847: 19830: 19825: 19824: 19815: 19811: 19802: 19798: 19796: 19793: 19792: 19776: 19773: 19772: 19753: 19750: 19749: 19742: 19705: 19701: 19690: 19687: 19686: 19663: 19659: 19600: 19597: 19596: 19572: 19568: 19566: 19563: 19562: 19530: 19526: 19516: 19515: 19509: 19505: 19503: 19498: 19486: 19482: 19480: 19474: 19470: 19468: 19456: 19452: 19450: 19445: 19439: 19435: 19428: 19427: 19418: 19414: 19408: 19397: 19383: 19382: 19376: 19372: 19370: 19365: 19360: 19355: 19349: 19345: 19338: 19337: 19322: 19318: 19310: 19307: 19306: 19287: 19284: 19283: 19267: 19264: 19263: 19247: 19244: 19243: 19226: 19222: 19220: 19217: 19216: 19152: 19142: 19138: 19131: 19129: 19120: 19116: 19114: 19111: 19110: 19078: 19075: 19074: 19073:if and only if 19058: 19055: 19054: 19029: 19026: 19025: 19018: 19013: 18891: 18796: 18777: 18776: 18768: 18760: 18753: 18734: 18733: 18729: 18726: 18725: 18720: 18712: 18705: 18686: 18685: 18681: 18678: 18677: 18672: 18664: 18657: 18638: 18637: 18633: 18629: 18627: 18624: 18623: 18588: 18585: 18584: 18566: 18565: 18560: 18555: 18545: 18544: 18536: 18533: 18532: 18510: 18507: 18506: 18486: 18477: 18476: 18475: 18473: 18470: 18469: 18441: 18438: 18437: 18420: 18416: 18414: 18411: 18410: 18375: 18371: 18367: 18311: 18308: 18307: 18282: 18279: 18278: 18249: 18245: 18241: 18215: 18211: 18210: 18206: 18175: 18171: 18167: 18087: 18084: 18083: 18054: 18041: 18037: 18033: 18032: 18008: 18004: 17977: 17973: 17969: 17952: 17950: 17948: 17945: 17944: 17925: 17922: 17921: 17889: 17881: 17879: 17870: 17866: 17865: 17861: 17830: 17813: 17811: 17809: 17806: 17805: 17786: 17783: 17782: 17766: 17763: 17762: 17730: 17727: 17726: 17694: 17686: 17684: 17668: 17664: 17645: 17628: 17626: 17624: 17621: 17620: 17593: 17591: 17588: 17587: 17564: 17559: 17558: 17556: 17553: 17552: 17545: 17533:arithmetic mean 17495: 17491: 17487: 17471: 17469: 17441: 17427: 17423: 17395: 17391: 17387: 17380: 17375: 17373: 17370: 17369: 17362:distributions. 17345: 17272: 17268: 17261: 17257: 17249: 17246: 17245: 17236: 17233: 17216: 17206: 17202: 17198: 17170: 17155: 17151: 17147: 17129: 17125: 17119: 17115: 17105: 17103: 17097: 17086: 17078: 17074: 17073: 17063: 17058: 17052: 17041: 17035: 17032: 17031: 17022: 16998: 16983: 16979: 16975: 16957: 16953: 16943: 16941: 16935: 16924: 16916: 16912: 16911: 16901: 16896: 16890: 16879: 16852: 16849: 16848: 16838:Mercator series 16833: 16810: 16805: 16795: 16764: 16759: 16749: 16744: 16734: 16721: 16716: 16701: 16698: 16697: 16689: 16683: 16676: 16666: 16661: 16655: 16648: 16638: 16634: 16629: 16603: 16599: 16584: 16580: 16571: 16567: 16558: 16554: 16544: 16537: 16533: 16523: 16521: 16504: 16501: 16500: 16487: 16473:Bell polynomial 16443: 16439: 16430: 16419: 16413: 16410: 16409: 16401: 16396: 16371: 16367: 16366: 16356: 16352: 16348: 16347: 16329: 16325: 16317: 16313: 16312: 16308: 16307: 16292: 16288: 16287: 16283: 16273: 16271: 16265: 16254: 16246: 16245: 16233: 16229: 16211: 16207: 16195: 16191: 16188: 16187: 16175: 16171: 16156: 16152: 16143: 16139: 16135: 16114: 16111: 16110: 16050: 16046: 16042: 16018: 16014: 16008: 15997: 15983: 15965: 15961: 15937: 15933: 15931: 15928: 15927: 15917: 15906: 15902: 15873: 15872: 15854: 15850: 15846: 15806: 15802: 15798: 15780: 15765: 15761: 15757: 15750: 15746: 15745: 15733: 15712: 15708: 15707: 15697: 15693: 15689: 15671: 15650: 15646: 15645: 15644: 15640: 15630: 15623: 15608: 15607: 15589: 15585: 15581: 15559: 15555: 15551: 15515: 15494: 15490: 15489: 15488: 15484: 15474: 15467: 15452: 15451: 15433: 15429: 15425: 15410: 15389: 15385: 15384: 15383: 15379: 15369: 15362: 15346: 15344: 15341: 15340: 15330: 15323: 15316: 15255: 15252: 15251: 15244: 15207: 15204: 15203: 15196: 15192: 15184: 15180: 15176: 15172: 15168: 15160: 15087: 15084: 15083: 15076: 15006: 15003: 15002: 14995: 14991: 14980: 14959: 14956: 14955: 14939: 14936: 14935: 14919: 14916: 14915: 14894: 14893: 14881: 14877: 14875: 14870: 14858: 14854: 14852: 14840: 14836: 14833: 14832: 14827: 14822: 14817: 14811: 14810: 14798: 14794: 14792: 14787: 14775: 14771: 14769: 14757: 14753: 14750: 14749: 14737: 14733: 14731: 14726: 14714: 14710: 14708: 14696: 14692: 14685: 14684: 14675: 14671: 14669: 14666: 14665: 14615: 14611: 14609: 14606: 14605: 14586: 14583: 14582: 14562: 14559: 14558: 14538: 14535: 14534: 14518: 14515: 14514: 14494: 14491: 14490: 14431: 14427: 14425: 14422: 14421: 14399: 14396: 14395: 14379: 14376: 14375: 14359: 14356: 14355: 14339: 14336: 14335: 14319: 14316: 14315: 14299: 14296: 14295: 14265: 14261: 14252: 14248: 14242: 14238: 14229: 14225: 14219: 14208: 14187: 14184: 14183: 14172: 14168: 14164: 14144: 14140: 14125: 14121: 14112: 14108: 14106: 14103: 14102: 14080: 14077: 14076: 14050: 14047: 14046: 14030: 14027: 14026: 14015: 14010: 13980: 13957: 13954: 13953: 13928: 13920: 13918: 13915: 13914: 13891: 13887: 13878: 13874: 13863: 13851: 13847: 13826: 13822: 13811: 13791: 13788: 13787: 13768: 13757: 13754: 13753: 13728: 13725: 13724: 13699: 13691: 13689: 13686: 13685: 13669: 13666: 13665: 13649: 13646: 13645: 13627: 13626: 13621: 13615: 13614: 13606: 13596: 13595: 13582: 13581: 13576: 13570: 13569: 13564: 13554: 13553: 13542: 13528: 13525: 13524: 13502: 13499: 13498: 13495: 13460: 13443: 13429: 13427: 13424: 13423: 13397: 13393: 13387: 13383: 13374: 13370: 13364: 13360: 13351: 13347: 13341: 13337: 13328: 13324: 13318: 13314: 13299: 13295: 13286: 13282: 13270: 13266: 13257: 13253: 13248: 13245: 13244: 13218: 13214: 13208: 13204: 13195: 13191: 13185: 13181: 13172: 13168: 13162: 13158: 13149: 13145: 13139: 13135: 13103: 13100: 13099: 13080: 13077: 13076: 13051: 13048: 13047: 13046:are seen to be 13031: 13028: 13027: 13004: 13000: 12994: 12990: 12981: 12977: 12971: 12967: 12958: 12954: 12948: 12944: 12935: 12931: 12925: 12921: 12912: 12908: 12902: 12898: 12889: 12885: 12879: 12875: 12866: 12862: 12856: 12852: 12843: 12839: 12833: 12829: 12827: 12824: 12823: 12794: 12790: 12781: 12777: 12765: 12761: 12752: 12748: 12733: 12729: 12720: 12716: 12704: 12700: 12691: 12687: 12682: 12679: 12678: 12655: 12651: 12639: 12635: 12633: 12630: 12629: 12591: 12574: 12560: 12507: 12504: 12503: 12478: 12475: 12474: 12471: 12458: 12437: 12423: 12421: 12411: 12397: 12395: 12385: 12365: 12363: 12361: 12358: 12357: 12335: 12332: 12331: 12327: 12323: 12301: 12298: 12297: 12285: 12264: 12214: 12211: 12210: 12194: 12111: 12108: 12107: 12106:of equal size, 12091: 12088: 12087: 12071: 12068: 12067: 12051: 12048: 12047: 12011: 12008: 12007: 12004: 11999: 11978: 11975: 11974: 11955: 11952: 11951: 11935: 11932: 11931: 11915: 11912: 11911: 11836: 11832: 11822: 11818: 11777: 11774: 11773: 11738: 11734: 11721: 11720: 11716: 11715: 11711: 11670: 11667: 11666: 11651: 11597: 11596: 11592: 11591: 11587: 11582: 11579: 11578: 11567:and row vector 11546: 11536: 11534: 11525: 11480: 11479: 11475: 11474: 11470: 11443: 11442: 11438: 11437: 11433: 11428: 11425: 11424: 11403: 11389: 11379: 11314: 11313: 11308: 11302: 11301: 11296: 11286: 11285: 11280: 11277: 11276: 11257: 11254: 11253: 11237: 11234: 11233: 11211: 11208: 11207: 11185: 11182: 11181: 11156: 11153: 11152: 11101: 11100: 11095: 11089: 11088: 11083: 11073: 11072: 11067: 11064: 11063: 11032: 11029: 11028: 11009: 11006: 11005: 10989: 10986: 10985: 10957: 10956: 10938: 10934: 10898: 10897: 10890: 10889: 10883: 10879: 10877: 10871: 10870: 10861: 10857: 10852: 10840: 10836: 10820: 10819: 10795: 10794: 10783: 10779: 10753: 10749: 10738: 10725: 10724: 10715: 10711: 10709: 10697: 10693: 10687: 10686: 10681: 10675: 10671: 10664: 10663: 10659: 10657: 10649: 10648: 10643: 10637: 10636: 10631: 10621: 10620: 10598: 10591: 10590: 10585: 10579: 10578: 10573: 10563: 10562: 10555: 10553: 10550: 10549: 10530: 10527: 10526: 10501: 10498: 10497: 10481: 10478: 10477: 10451: 10447: 10421: 10418: 10417: 10400: 10399: 10381: 10377: 10341: 10340: 10333: 10332: 10320: 10316: 10305: 10296: 10292: 10286: 10285: 10280: 10274: 10270: 10263: 10262: 10238: 10237: 10226: 10222: 10196: 10192: 10181: 10168: 10167: 10161: 10157: 10155: 10149: 10148: 10136: 10132: 10127: 10118: 10114: 10107: 10106: 10102: 10100: 10092: 10091: 10086: 10080: 10079: 10074: 10064: 10063: 10041: 10034: 10033: 10028: 10022: 10021: 10016: 10006: 10005: 9998: 9996: 9993: 9992: 9969: 9966: 9965: 9941: 9940: 9935: 9929: 9928: 9923: 9913: 9912: 9872: 9871: 9866: 9860: 9859: 9854: 9844: 9843: 9838: 9835: 9834: 9805: 9802: 9801: 9779: 9776: 9775: 9753: 9750: 9749: 9727: 9724: 9723: 9689: 9686: 9685: 9659: 9656: 9655: 9652: 9614: 9609: 9597: 9593: 9591: 9588: 9587: 9509: 9506: 9505: 9476: 9472: 9460: 9456: 9432: 9428: 9408: 9405: 9404: 9373: 9370: 9369: 9367:adjugate matrix 9363: 9361:Adjugate matrix 9317: 9304: 9303: 9301: 9299: 9296: 9295: 9254: 9250: 9241: 9237: 9236: 9232: 9208: 9194: 9193: 9181: 9176: 9170: 9165: 9153: 9148: 9142: 9130: 9125: 9119: 9107: 9102: 9095: 9094: 9089: 9084: 9079: 9074: 9068: 9067: 9061: 9056: 9050: 9045: 9039: 9034: 9028: 9022: 9017: 9011: 9005: 9000: 8993: 8992: 8986: 8982: 8980: 8975: 8969: 8965: 8963: 8957: 8953: 8951: 8945: 8941: 8938: 8937: 8932: 8927: 8922: 8917: 8907: 8906: 8904: 8901: 8900: 8867: 8863: 8851: 8847: 8835: 8831: 8816: 8805: 8784: 8781: 8780: 8759: 8756: 8755: 8731: 8728: 8727: 8706: 8705: 8700: 8694: 8693: 8688: 8678: 8677: 8664: 8663: 8658: 8652: 8651: 8646: 8636: 8635: 8622: 8621: 8616: 8610: 8609: 8604: 8594: 8593: 8580: 8579: 8574: 8569: 8563: 8562: 8557: 8552: 8546: 8545: 8540: 8535: 8525: 8524: 8522: 8519: 8518: 8493: 8490: 8489: 8483: 8452: 8448: 8436: 8432: 8420: 8416: 8401: 8390: 8369: 8366: 8365: 8346: 8343: 8342: 8315: 8311: 8299: 8295: 8284: 8281: 8280: 8264: 8261: 8260: 8244: 8241: 8240: 8224: 8221: 8220: 8174: 8171: 8170: 8147: 8143: 8141: 8138: 8137: 8114: 8111: 8110: 8104: 8067: 8063: 8061: 8058: 8057: 8028: 8024: 8019: 8001: 7997: 7995: 7992: 7991: 7987:, and that the 7959: 7955: 7953: 7950: 7949: 7946:normal subgroup 7916: 7912: 7910: 7907: 7906: 7873: 7869: 7867: 7864: 7863: 7847: 7844: 7843: 7826: 7822: 7820: 7817: 7816: 7787: 7783: 7781: 7778: 7777: 7721: 7717: 7696: 7692: 7690: 7687: 7686: 7650: 7646: 7644: 7641: 7640: 7621: 7618: 7617: 7601: 7598: 7597: 7573: 7569: 7535: 7530: 7514: 7510: 7506: 7501: 7498: 7497: 7469: 7466: 7465: 7446: 7443: 7442: 7423: 7420: 7419: 7403: 7400: 7399: 7383: 7380: 7379: 7321: 7318: 7317: 7294: 7291: 7290: 7274: 7271: 7270: 7263: 7240: 7199: 7198: 7194: 7190: 7185: 7182: 7181: 7158: 7155: 7154: 7147: 7085: 7077: 7066: 7058: 7056: 7053: 7052: 7030: 7022: 7014: 7006: 7004: 7001: 7000: 6981: 6973: 6962: 6954: 6952: 6949: 6948: 6929: 6921: 6913: 6905: 6903: 6900: 6899: 6881: 6873: 6865: 6857: 6855: 6852: 6851: 6822: 6817: 6814: 6813: 6771: 6770: 6762: 6757: 6751: 6750: 6745: 6740: 6734: 6733: 6728: 6720: 6710: 6709: 6701: 6698: 6697: 6676: 6675: 6667: 6662: 6656: 6655: 6650: 6645: 6639: 6638: 6633: 6625: 6615: 6614: 6606: 6603: 6602: 6581: 6580: 6572: 6567: 6561: 6560: 6555: 6550: 6544: 6543: 6538: 6533: 6520: 6519: 6511: 6508: 6507: 6487: 6486: 6478: 6473: 6467: 6466: 6461: 6456: 6450: 6449: 6444: 6436: 6423: 6422: 6414: 6411: 6410: 6388: 6385: 6384: 6359: 6358: 6350: 6345: 6336: 6335: 6330: 6325: 6319: 6318: 6313: 6305: 6292: 6291: 6283: 6280: 6279: 6260: 6257: 6256: 6248: 6226: 6223: 6222: 6219:diagonal matrix 6195: 6191: 6185: 6174: 6158: 6154: 6145: 6141: 6135: 6131: 6114: 6111: 6110: 6088: 6085: 6084: 6062: 6059: 6058: 6032: 6028: 6026: 6023: 6022: 6002: 5999: 5998: 5953: 5947: 5943: 5928: 5924: 5915: 5911: 5902: 5898: 5889: 5885: 5880: 5872: 5866: 5862: 5847: 5843: 5834: 5830: 5821: 5817: 5808: 5804: 5799: 5788: 5782: 5778: 5766: 5762: 5753: 5749: 5740: 5736: 5727: 5723: 5718: 5716: 5713: 5712: 5693: 5687: 5683: 5668: 5664: 5649: 5645: 5630: 5626: 5621: 5610: 5604: 5600: 5585: 5581: 5569: 5565: 5550: 5546: 5541: 5539: 5536: 5535: 5516: 5513: 5512: 5490: 5487: 5486: 5457: 5453: 5433: 5430: 5429: 5418: 5379: 5376: 5375: 5347: 5341: 5337: 5298: 5294: 5289: 5287: 5284: 5283: 5255: 5254: 5249: 5243: 5239: 5212: 5208: 5203: 5195: 5189: 5185: 5161: 5157: 5152: 5137: 5136: 5131: 5125: 5121: 5100: 5096: 5063: 5059: 5044: 5040: 5034: 5033: 5026: 5021: 5013: 5009: 5007: 5004: 5003: 4947: 4943: 4941: 4938: 4937: 4918: 4915: 4914: 4896:identity matrix 4879: 4876: 4875: 4847: 4842: 4839: 4838: 4808: 4804: 4802: 4799: 4798: 4772: 4771: 4765: 4761: 4746: 4742: 4736: 4735: 4727: 4724: 4723: 4704: 4701: 4700: 4674: 4671: 4670: 4667: 4662: 4621: 4618: 4617: 4613: 4588: 4584: 4577: 4573: 4561: 4557: 4550: 4546: 4538: 4534: 4525: 4521: 4520: 4516: 4508: 4504: 4489: 4485: 4476: 4472: 4471: 4450: 4447: 4446: 4435: 4401: 4398: 4397: 4396:of integers in 4389: 4370: 4366: 4351: 4347: 4346: 4342: 4340: 4337: 4336: 4292: 4288: 4282: 4271: 4251: 4247: 4239: 4235: 4228: 4207: 4204: 4203: 4158: 4154: 4130: 4126: 4103: 4099: 4092: 4078: 4077: 4065: 4061: 4046: 4042: 4039: 4038: 4028: 4027: 4015: 4011: 3996: 3992: 3985: 3984: 3967: 3964: 3963: 3932: 3931: 3919: 3915: 3900: 3896: 3893: 3892: 3882: 3881: 3869: 3865: 3850: 3846: 3839: 3838: 3830: 3827: 3826: 3822:Given a matrix 3802: 3799: 3798: 3776: 3773: 3772: 3756: 3753: 3752: 3724: 3721: 3720: 3703: 3699: 3697: 3694: 3693: 3690:symmetric group 3628: 3625: 3624: 3608: 3605: 3604: 3561: 3558: 3557: 3527: 3524: 3523: 3520: 3504: 3354: 3353: 3348: 3343: 3337: 3336: 3331: 3326: 3320: 3319: 3314: 3309: 3299: 3298: 3296: 3293: 3292: 3285: 3282:Leibniz formula 3278: 3273: 3267: 3265:Leibniz formula 3259:Leibniz formula 3230: 3229: 3217: 3213: 3211: 3206: 3194: 3190: 3188: 3176: 3172: 3169: 3168: 3163: 3158: 3153: 3147: 3146: 3134: 3130: 3128: 3123: 3111: 3107: 3105: 3093: 3089: 3086: 3085: 3073: 3069: 3067: 3062: 3050: 3046: 3044: 3032: 3028: 3021: 3020: 3018: 3015: 3014: 2973: 2969: 2967: 2964: 2963: 2939: 2938: 2926: 2922: 2920: 2915: 2903: 2899: 2897: 2885: 2881: 2878: 2877: 2872: 2867: 2862: 2856: 2855: 2843: 2839: 2837: 2832: 2820: 2816: 2814: 2802: 2798: 2795: 2794: 2782: 2778: 2776: 2771: 2759: 2755: 2753: 2741: 2737: 2730: 2729: 2721: 2718: 2717: 2695: 2618: 2598: 2595: 2594: 2545: 2541: 2526: 2521: 2520: 2514: 2510: 2495: 2490: 2489: 2483: 2479: 2478: 2474: 2466: 2463: 2462: 2442: 2437: 2436: 2421: 2416: 2415: 2406: 2401: 2400: 2398: 2395: 2394: 2363: 2360: 2359: 2336: 2331: 2330: 2320: 2319: 2313: 2312: 2306: 2305: 2299: 2298: 2288: 2287: 2267: 2262: 2261: 2251: 2250: 2244: 2243: 2237: 2236: 2230: 2229: 2219: 2218: 2205: 2200: 2199: 2189: 2188: 2182: 2181: 2175: 2174: 2168: 2167: 2157: 2156: 2151: 2148: 2147: 2126: 2125: 2119: 2114: 2113: 2111: 2106: 2100: 2095: 2094: 2092: 2086: 2081: 2080: 2076: 2072: 2064: 2061: 2060: 2043: 2030: 2006: 1994: 1982: 1978: 1903: 1902: 1896: 1895: 1885: 1884: 1874: 1873: 1867: 1866: 1853: 1852: 1841: 1827: 1823: 1812: 1807: 1806: 1802: 1786: 1781: 1776: 1770: 1765: 1760: 1752: 1750: 1747: 1746: 1733: 1732:to be equal to 1714: 1699: 1672: 1657: 1642: 1632: 1626:identity matrix 1610: 1606: 1596: 1581: 1561: 1549: 1545: 1533: 1529: 1517: 1506: 1480: 1479: 1474: 1468: 1467: 1462: 1452: 1451: 1384: 1383: 1378: 1366: 1365: 1360: 1344: 1343: 1341: 1338: 1337: 1318: 1315: 1314: 1290: 1289: 1281: 1279: 1273: 1272: 1264: 1262: 1252: 1251: 1241: 1240: 1235: 1229: 1228: 1223: 1213: 1212: 1195: 1172: 1150: 1149: 1141: 1133: 1127: 1126: 1118: 1110: 1100: 1099: 1097: 1094: 1093: 1045: 1044: 1039: 1033: 1032: 1027: 1017: 1016: 1014: 1011: 1010: 989: 988: 983: 977: 976: 971: 961: 960: 958: 955: 954: 952:identity matrix 929: 926: 925: 922: 845: 844: 836: 834: 828: 827: 822: 812: 811: 801: 800: 792: 786: 785: 780: 770: 769: 764: 761: 760: 715: 714: 709: 703: 702: 697: 687: 686: 676: 675: 670: 664: 663: 658: 648: 647: 642: 639: 638: 631: 613: 612: 607: 601: 600: 595: 585: 584: 582: 579: 578: 574: 571: 542: 526: 518: 450: 443: 440:identity matrix 425: 402: 379: 376: 375: 372:Leibniz formula 361: 265: 264: 259: 254: 248: 247: 242: 237: 231: 230: 225: 220: 210: 209: 207: 204: 203: 196: 154: 153: 148: 142: 141: 136: 126: 125: 123: 120: 119: 112: 74: 72: 65: 57: 51: 28: 17: 12: 11: 5: 28129: 28119: 28118: 28113: 28111:Linear algebra 28108: 28103: 28086: 28085: 28083: 28082: 28071: 28068: 28067: 28065: 28064: 28059: 28054: 28049: 28044: 28042:Floating-point 28038: 28036: 28030: 28029: 28027: 28026: 28024:Tensor product 28021: 28016: 28011: 28009:Function space 28006: 28001: 27995: 27993: 27986: 27985: 27983: 27982: 27977: 27972: 27967: 27962: 27957: 27952: 27947: 27945:Triple product 27942: 27937: 27931: 27929: 27923: 27922: 27920: 27919: 27914: 27909: 27904: 27899: 27894: 27889: 27883: 27881: 27875: 27874: 27872: 27871: 27866: 27861: 27859:Transformation 27856: 27851: 27849:Multiplication 27846: 27841: 27836: 27831: 27825: 27823: 27817: 27816: 27809: 27807: 27805: 27804: 27799: 27794: 27789: 27784: 27779: 27774: 27769: 27764: 27759: 27754: 27749: 27744: 27739: 27734: 27729: 27724: 27719: 27714: 27708: 27706: 27705:Basic concepts 27702: 27701: 27699: 27698: 27693: 27687: 27684: 27683: 27680:Linear algebra 27676: 27675: 27668: 27661: 27653: 27647: 27646: 27641: 27636: 27630: 27617: 27612: 27590: 27571: 27551: 27550:External links 27548: 27547: 27546: 27516: 27481: 27476: 27459: 27446: 27433: 27417: 27404: 27393: 27380: 27367: 27362: 27335: 27332: 27331: 27330: 27325: 27312: 27285: 27255: 27246: 27240: 27227: 27222: 27214:Linear Algebra 27209: 27204: 27191: 27185: 27161: 27148:G. Baley Price 27145: 27140: 27127: 27115: 27105: 27090: 27085: 27063: 27058: 27045: 27040: 27027: 27022: 27008:Yan, Catherine 27003: 26990: 26976:, Birkhäuser, 26969: 26964: 26951: 26914: 26879:(9): 761–778, 26868: 26834: 26821: 26808: 26769: 26764: 26751: 26705: 26662: 26656: 26636: 26619: 26616: 26614: 26613: 26580: 26565: 26544: 26511: 26500: 26488: 26477: 26456: 26444: 26431: 26424: 26404: 26387: 26384: 26381: 26378: 26373: 26367: 26364: 26362: 26359: 26358: 26355: 26352: 26350: 26347: 26346: 26344: 26339: 26336: 26333: 26328: 26322: 26319: 26317: 26314: 26313: 26310: 26307: 26305: 26302: 26301: 26299: 26294: 26291: 26286: 26280: 26277: 26275: 26272: 26271: 26268: 26265: 26263: 26260: 26259: 26257: 26252: 26249: 26247: 26245: 26240: 26234: 26231: 26229: 26226: 26225: 26222: 26219: 26217: 26214: 26213: 26211: 26206: 26203: 26198: 26192: 26189: 26187: 26184: 26183: 26180: 26177: 26175: 26172: 26171: 26169: 26164: 26161: 26158: 26155: 26153: 26151: 26148: 26145: 26144: 26119: 26116:Garibaldi 2004 26108: 26092: 26080: 26062: 26050: 26038: 26023: 26011: 25999: 25987: 25976: 25964: 25952: 25940: 25928: 25916: 25902: 25890: 25870: 25866:Bourbaki (1994 25858: 25846: 25819: 25807: 25793: 25778: 25766: 25754: 25710: 25698: 25682: 25668: 25657: 25624: 25603: 25591: 25546: 25499: 25487: 25475: 25463: 25446: 25434: 25430:Linear Algebra 25418: 25406: 25383: 25358: 25344:Episode 4 25333: 25320: 25318: 25315: 25313: 25312: 25307: 25302: 25297: 25292: 25286: 25285: 25284: 25268: 25265: 25202: 25178: 25173: 25169: 25165: 25162: 25159: 25144:bit complexity 25127: 25122: 25118: 25114: 25111: 25108: 25080: 25075: 25071: 25067: 25064: 25061: 25041: 25038: 25035: 25032: 25029: 25026: 25023: 25003: 25000: 24997: 24975: 24971: 24967: 24964: 24961: 24958: 24955: 24935: 24932: 24929: 24926: 24906: 24886: 24881: 24877: 24873: 24870: 24867: 24855: 24852: 24851: 24850: 24839: 24836: 24833: 24830: 24827: 24824: 24821: 24818: 24815: 24812: 24809: 24806: 24803: 24800: 24797: 24794: 24771: 24751: 24748: 24728: 24725: 24705: 24685: 24665: 24645: 24625: 24605: 24585: 24565: 24551: 24550: 24539: 24536: 24533: 24530: 24527: 24524: 24501: 24478: 24475: 24472: 24469: 24466: 24463: 24443: 24438: 24434: 24430: 24427: 24424: 24388: 24385: 24382: 24379: 24367: 24364: 24337: 24334: 24321: 24318: 24295: 24292: 24289: 24266: 24246: 24243: 24220: 24217: 24213:Manin matrices 24194: 24189: 24124: 24121: 24100: 24097: 24089: 24088: 24077: 24074: 24071: 24068: 24065: 24062: 24059: 24056: 24053: 24050: 24047: 24044: 24041: 24038: 24035: 24032: 24029: 24026: 24023: 24020: 24017: 24014: 24011: 23980: 23977: 23948: 23945: 23942: 23939: 23934: 23930: 23926: 23922: 23907: 23906: 23892: 23888: 23884: 23879: 23875: 23871: 23866: 23862: 23858: 23853: 23849: 23845: 23842: 23839: 23836: 23833: 23830: 23827: 23824: 23821: 23818: 23815: 23812: 23809: 23806: 23779: 23776: 23773: 23770: 23765: 23762: 23759: 23755: 23751: 23748: 23738:matrix algebra 23733: 23732: 23721: 23718: 23715: 23712: 23709: 23706: 23683: 23659: 23644: 23641: 23626: 23622: 23590: 23587: 23584: 23581: 23578: 23562: 23559: 23546: 23543: 23540: 23520: 23515: 23511: 23495:vector bundles 23482: 23462: 23457: 23453: 23430: 23426: 23405: 23394: 23393: 23382: 23377: 23373: 23369: 23366: 23363: 23358: 23354: 23350: 23347: 23344: 23341: 23338: 23335: 23331: 23325: 23321: 23317: 23314: 23311: 23306: 23302: 23297: 23292: 23288: 23283: 23279: 23274: 23250: 23247: 23242: 23238: 23217: 23189: 23169: 23164: 23160: 23139: 23134: 23130: 23118: 23117: 23102: 23097: 23093: 23089: 23086: 23083: 23080: 23075: 23071: 23067: 23064: 23059: 23055: 23051: 23048: 23045: 23043: 23039: 23035: 23031: 23028: 23025: 23020: 23016: 23012: 23007: 23003: 22999: 22998: 22995: 22990: 22986: 22982: 22979: 22977: 22975: 22970: 22966: 22962: 22959: 22954: 22950: 22946: 22945: 22922: 22902: 22882: 22877: 22873: 22862:exterior power 22849: 22829: 22809: 22782: 22762: 22742: 22739: 22736: 22733: 22730: 22712: 22709: 22708: 22707: 22696: 22691: 22686: 22681: 22676: 22672: 22668: 22665: 22632: 22628: 22624: 22621: 22599: 22595: 22562: 22542: 22524: 22523: 22512: 22509: 22506: 22501: 22498: 22495: 22491: 22487: 22484: 22481: 22478: 22475: 22472: 22469: 22466: 22463: 22458: 22455: 22452: 22448: 22444: 22441: 22438: 22435: 22432: 22409: 22389: 22369: 22366: 22363: 22360: 22355: 22351: 22347: 22344: 22341: 22338: 22335: 22330: 22326: 22322: 22319: 22316: 22313: 22310: 22305: 22301: 22280: 22277: 22274: 22271: 22268: 22230: 22206: 22186: 22183: 22180: 22165: 22164: 22153: 22148: 22144: 22140: 22137: 22134: 22131: 22128: 22123: 22119: 22084: 22080: 22077: 22057: 22033: 22013: 22010: 22007: 22004: 21999: 21996: 21993: 21989: 21985: 21982: 21959: 21956: 21953: 21950: 21947: 21944: 21919: 21898: 21883: 21880: 21853: 21852: 21841: 21838: 21835: 21832: 21829: 21808: 21807: 21796: 21793: 21790: 21787: 21784: 21781: 21778: 21775: 21772: 21769: 21764: 21761: 21757: 21753: 21750: 21747: 21744: 21741: 21738: 21735: 21732: 21729: 21726: 21723: 21720: 21717: 21714: 21711: 21708: 21703: 21700: 21696: 21692: 21689: 21686: 21683: 21680: 21677: 21674: 21671: 21627: 21624: 21622: 21619: 21604: 21603: 21592: 21588: 21584: 21579: 21575: 21571: 21567: 21564: 21561: 21558: 21555: 21552: 21549: 21545: 21541: 21538: 21534: 21530: 21527: 21524: 21521: 21516: 21512: 21508: 21504: 21500: 21496: 21492: 21488: 21485: 21480: 21477: 21474: 21471: 21467: 21403: 21402: 21391: 21386: 21383: 21380: 21377: 21374: 21371: 21368: 21363: 21355: 21351: 21347: 21340: 21336: 21332: 21326: 21321: 21318: 21315: 21312: 21309: 21282: 21281: 21270: 21265: 21260: 21255: 21250: 21245: 21240: 21237: 21213:For a general 21195: 21190: 21185: 21180: 21175: 21170: 21167: 21135: 21131: 21128: 21125: 21122: 21119: 21116: 21113: 21110: 21107: 21104: 21101: 21098: 21095: 21092: 21088: 21084: 21079: 21076: 21054: 21051: 21048: 21045: 21042: 21039: 21036: 21014: 21013: 21002: 20999: 20996: 20993: 20990: 20987: 20981: 20977: 20966: 20961: 20957: 20952: 20949: 20946: 20943: 20940: 20937: 20934: 20931: 20928: 20905: 20902: 20899: 20896: 20872: 20852: 20832: 20829: 20826: 20804: 20799: 20794: 20789: 20784: 20779: 20776: 20756: 20735: 20731: 20728: 20725: 20722: 20718: 20697: 20694: 20691: 20688: 20659: 20654: 20649: 20646: 20626: 20604: 20599: 20594: 20589: 20584: 20579: 20576: 20565:parallelepiped 20561:absolute value 20556: 20553: 20508:represents an 20494:standard basis 20462:Main article: 20459: 20456: 20450:have a common 20423: 20420: 20417: 20397: 20386: 20385: 20374: 20369: 20363: 20360: 20357: 20352: 20349: 20346: 20343: 20340: 20335: 20331: 20327: 20325: 20322: 20320: 20317: 20314: 20309: 20306: 20303: 20300: 20297: 20292: 20288: 20284: 20282: 20279: 20276: 20271: 20268: 20265: 20262: 20259: 20254: 20250: 20246: 20245: 20242: 20239: 20237: 20234: 20232: 20229: 20227: 20224: 20223: 20220: 20217: 20214: 20210: 20206: 20202: 20198: 20196: 20193: 20191: 20188: 20185: 20181: 20177: 20173: 20169: 20167: 20164: 20161: 20157: 20153: 20149: 20145: 20144: 20141: 20138: 20135: 20130: 20126: 20122: 20120: 20117: 20115: 20112: 20109: 20104: 20100: 20096: 20094: 20091: 20088: 20083: 20079: 20075: 20074: 20072: 20067: 20064: 20061: 20058: 20055: 20050: 20046: 20042: 20039: 20036: 20031: 20027: 20023: 20020: 20002:differentiable 19989: 19986: 19983: 19963: 19960: 19957: 19952: 19948: 19944: 19941: 19938: 19935: 19932: 19929: 19924: 19920: 19895: 19892: 19889: 19860: 19856: 19833: 19828: 19823: 19818: 19814: 19810: 19805: 19801: 19780: 19760: 19757: 19741: 19738: 19713: 19708: 19704: 19700: 19697: 19694: 19683: 19682: 19671: 19666: 19662: 19657: 19654: 19651: 19648: 19645: 19642: 19638: 19635: 19632: 19629: 19626: 19623: 19620: 19617: 19614: 19611: 19608: 19604: 19575: 19571: 19559: 19558: 19547: 19544: 19541: 19538: 19533: 19529: 19525: 19520: 19512: 19508: 19504: 19502: 19499: 19495: 19492: 19489: 19485: 19481: 19477: 19473: 19469: 19465: 19462: 19459: 19455: 19451: 19449: 19446: 19442: 19438: 19434: 19433: 19431: 19426: 19421: 19417: 19411: 19406: 19403: 19400: 19396: 19392: 19387: 19379: 19375: 19371: 19369: 19366: 19364: 19361: 19359: 19356: 19352: 19348: 19344: 19343: 19341: 19336: 19333: 19330: 19325: 19321: 19317: 19314: 19291: 19271: 19262:-th column of 19251: 19229: 19225: 19213: 19212: 19201: 19198: 19195: 19192: 19189: 19186: 19183: 19180: 19177: 19174: 19171: 19164: 19161: 19158: 19155: 19150: 19145: 19141: 19137: 19134: 19128: 19123: 19119: 19091: 19088: 19085: 19082: 19062: 19042: 19039: 19036: 19033: 19017: 19014: 19012: 19009: 18987:(so called by 18843:Laplace (1772) 18795: 18792: 18791: 18790: 18775: 18771: 18767: 18763: 18759: 18756: 18754: 18752: 18749: 18746: 18743: 18737: 18732: 18728: 18727: 18723: 18719: 18715: 18711: 18708: 18706: 18704: 18701: 18698: 18695: 18689: 18684: 18680: 18679: 18675: 18671: 18667: 18663: 18660: 18658: 18656: 18653: 18650: 18647: 18641: 18636: 18632: 18631: 18604: 18601: 18598: 18595: 18592: 18570: 18564: 18561: 18559: 18556: 18554: 18551: 18550: 18548: 18543: 18540: 18520: 18517: 18514: 18489: 18483: 18480: 18454: 18451: 18448: 18445: 18423: 18419: 18399: 18398: 18387: 18383: 18378: 18374: 18370: 18366: 18363: 18360: 18357: 18354: 18351: 18348: 18345: 18342: 18339: 18336: 18333: 18330: 18327: 18324: 18321: 18318: 18315: 18292: 18289: 18286: 18275:big O notation 18271: 18270: 18257: 18252: 18248: 18244: 18240: 18237: 18234: 18230: 18226: 18221: 18218: 18214: 18209: 18205: 18202: 18199: 18196: 18193: 18190: 18187: 18183: 18178: 18174: 18170: 18166: 18163: 18160: 18157: 18154: 18151: 18148: 18145: 18142: 18139: 18136: 18133: 18130: 18127: 18124: 18121: 18118: 18115: 18112: 18109: 18106: 18103: 18100: 18097: 18094: 18091: 18077: 18076: 18065: 18060: 18057: 18052: 18047: 18044: 18040: 18036: 18031: 18028: 18025: 18022: 18019: 18014: 18011: 18007: 18003: 18000: 17997: 17994: 17991: 17983: 17980: 17976: 17972: 17967: 17964: 17961: 17958: 17955: 17929: 17918: 17917: 17906: 17902: 17895: 17892: 17887: 17884: 17876: 17873: 17869: 17864: 17860: 17857: 17854: 17851: 17848: 17845: 17842: 17836: 17833: 17828: 17825: 17822: 17819: 17816: 17790: 17770: 17746: 17743: 17740: 17737: 17734: 17723: 17722: 17711: 17707: 17700: 17697: 17692: 17689: 17683: 17680: 17677: 17674: 17671: 17667: 17663: 17660: 17657: 17651: 17648: 17643: 17640: 17637: 17634: 17631: 17610:differentiable 17596: 17573: 17570: 17567: 17562: 17551:function from 17544: 17541: 17529:geometric mean 17521: 17520: 17509: 17503: 17498: 17494: 17490: 17486: 17483: 17478: 17475: 17468: 17465: 17462: 17459: 17456: 17453: 17448: 17445: 17440: 17434: 17431: 17426: 17422: 17419: 17416: 17413: 17406: 17401: 17398: 17394: 17390: 17386: 17383: 17379: 17342: 17341: 17330: 17327: 17324: 17321: 17318: 17315: 17312: 17309: 17306: 17303: 17300: 17297: 17294: 17291: 17288: 17284: 17278: 17275: 17271: 17267: 17264: 17260: 17256: 17253: 17232: 17229: 17191: 17190: 17179: 17173: 17168: 17163: 17158: 17154: 17150: 17146: 17143: 17138: 17132: 17128: 17122: 17118: 17114: 17111: 17108: 17100: 17095: 17092: 17089: 17085: 17081: 17077: 17069: 17066: 17062: 17055: 17050: 17047: 17044: 17040: 17019: 17018: 17007: 17001: 16996: 16991: 16986: 16982: 16978: 16974: 16971: 16966: 16960: 16956: 16952: 16949: 16946: 16938: 16933: 16930: 16927: 16923: 16919: 16915: 16907: 16904: 16900: 16893: 16888: 16885: 16882: 16878: 16874: 16871: 16868: 16865: 16862: 16859: 16856: 16830: 16829: 16818: 16813: 16808: 16804: 16798: 16794: 16790: 16787: 16784: 16781: 16778: 16775: 16772: 16767: 16762: 16758: 16752: 16747: 16743: 16737: 16733: 16729: 16724: 16719: 16715: 16711: 16708: 16705: 16687: 16681: 16674: 16659: 16653: 16646: 16632: 16626: 16625: 16614: 16611: 16606: 16602: 16598: 16595: 16592: 16587: 16583: 16579: 16574: 16570: 16566: 16561: 16557: 16550: 16547: 16540: 16536: 16532: 16529: 16526: 16520: 16517: 16514: 16511: 16508: 16483: 16469: 16468: 16457: 16454: 16451: 16446: 16442: 16438: 16433: 16428: 16425: 16422: 16418: 16399: 16393: 16392: 16381: 16374: 16370: 16364: 16359: 16355: 16351: 16346: 16343: 16337: 16332: 16328: 16320: 16316: 16311: 16303: 16300: 16295: 16291: 16286: 16282: 16279: 16276: 16268: 16263: 16260: 16257: 16253: 16244: 16241: 16236: 16232: 16228: 16225: 16222: 16219: 16214: 16210: 16206: 16203: 16198: 16194: 16190: 16189: 16186: 16183: 16178: 16174: 16170: 16167: 16164: 16159: 16155: 16151: 16146: 16142: 16138: 16137: 16134: 16130: 16127: 16124: 16121: 16118: 16104: 16103: 16092: 16086: 16083: 16080: 16077: 16074: 16071: 16068: 16058: 16053: 16049: 16045: 16041: 16038: 16033: 16030: 16027: 16024: 16021: 16017: 16011: 16006: 16003: 16000: 15996: 15990: 15987: 15982: 15979: 15974: 15971: 15968: 15964: 15951: 15948: 15945: 15940: 15936: 15915: 15887: 15886: 15871: 15867: 15862: 15857: 15853: 15849: 15845: 15842: 15839: 15836: 15833: 15830: 15827: 15824: 15821: 15814: 15809: 15805: 15801: 15797: 15794: 15791: 15788: 15783: 15778: 15773: 15768: 15764: 15760: 15756: 15753: 15749: 15744: 15741: 15736: 15731: 15727: 15724: 15721: 15718: 15715: 15711: 15705: 15700: 15696: 15692: 15688: 15685: 15682: 15679: 15674: 15669: 15665: 15662: 15659: 15656: 15653: 15649: 15643: 15637: 15634: 15629: 15626: 15624: 15622: 15619: 15616: 15613: 15610: 15609: 15606: 15602: 15597: 15592: 15588: 15584: 15580: 15577: 15574: 15571: 15567: 15562: 15558: 15554: 15550: 15547: 15541: 15538: 15535: 15532: 15529: 15526: 15523: 15518: 15513: 15509: 15506: 15503: 15500: 15497: 15493: 15487: 15481: 15478: 15473: 15470: 15468: 15466: 15463: 15460: 15457: 15454: 15453: 15450: 15446: 15441: 15436: 15432: 15428: 15424: 15421: 15418: 15413: 15408: 15404: 15401: 15398: 15395: 15392: 15388: 15382: 15376: 15373: 15368: 15365: 15363: 15361: 15358: 15355: 15352: 15349: 15348: 15313: 15312: 15301: 15298: 15295: 15292: 15289: 15286: 15283: 15280: 15277: 15274: 15271: 15268: 15265: 15262: 15259: 15241: 15240: 15229: 15226: 15223: 15220: 15217: 15214: 15211: 15163:) denotes the 15157: 15156: 15145: 15142: 15139: 15136: 15133: 15130: 15127: 15124: 15121: 15118: 15115: 15112: 15109: 15106: 15103: 15100: 15097: 15094: 15091: 15073: 15072: 15061: 15058: 15055: 15052: 15049: 15046: 15043: 15040: 15037: 15034: 15031: 15028: 15025: 15022: 15019: 15016: 15013: 15010: 14979: 14976: 14963: 14943: 14923: 14912: 14911: 14898: 14890: 14887: 14884: 14880: 14876: 14874: 14871: 14867: 14864: 14861: 14857: 14853: 14849: 14846: 14843: 14839: 14835: 14834: 14831: 14828: 14826: 14823: 14821: 14818: 14816: 14813: 14812: 14807: 14804: 14801: 14797: 14793: 14791: 14788: 14784: 14781: 14778: 14774: 14770: 14766: 14763: 14760: 14756: 14752: 14751: 14746: 14743: 14740: 14736: 14732: 14730: 14727: 14723: 14720: 14717: 14713: 14709: 14705: 14702: 14699: 14695: 14691: 14690: 14688: 14683: 14678: 14674: 14647: 14646: 14635: 14632: 14629: 14626: 14623: 14618: 14614: 14590: 14566: 14557:of the matrix 14542: 14522: 14498: 14487: 14486: 14475: 14472: 14469: 14466: 14463: 14460: 14457: 14454: 14451: 14448: 14445: 14442: 14439: 14434: 14430: 14403: 14383: 14363: 14343: 14323: 14303: 14285: 14284: 14273: 14268: 14264: 14260: 14255: 14251: 14245: 14241: 14237: 14232: 14228: 14222: 14217: 14214: 14211: 14207: 14203: 14200: 14197: 14194: 14191: 14147: 14143: 14139: 14136: 14133: 14128: 14124: 14120: 14115: 14111: 14084: 14060: 14057: 14054: 14034: 14014: 14011: 14009: 14006: 13993: 13990: 13987: 13983: 13979: 13976: 13973: 13970: 13967: 13964: 13961: 13941: 13938: 13935: 13931: 13927: 13911: 13910: 13899: 13894: 13890: 13886: 13881: 13877: 13873: 13870: 13866: 13862: 13859: 13854: 13850: 13846: 13843: 13840: 13837: 13834: 13829: 13825: 13821: 13818: 13814: 13810: 13807: 13804: 13801: 13798: 13795: 13771: 13767: 13764: 13761: 13741: 13738: 13735: 13732: 13712: 13709: 13706: 13702: 13698: 13673: 13653: 13631: 13625: 13622: 13620: 13617: 13616: 13613: 13610: 13607: 13605: 13602: 13601: 13599: 13594: 13591: 13586: 13580: 13577: 13575: 13572: 13571: 13568: 13565: 13563: 13560: 13559: 13557: 13552: 13549: 13545: 13541: 13538: 13535: 13532: 13512: 13509: 13506: 13491: 13490: 13479: 13476: 13473: 13470: 13467: 13459: 13456: 13453: 13450: 13442: 13439: 13436: 13417: 13416: 13405: 13400: 13396: 13390: 13386: 13382: 13377: 13373: 13367: 13363: 13359: 13354: 13350: 13344: 13340: 13336: 13331: 13327: 13321: 13317: 13313: 13310: 13307: 13302: 13298: 13294: 13289: 13285: 13281: 13278: 13273: 13269: 13265: 13260: 13256: 13252: 13238: 13237: 13226: 13221: 13217: 13211: 13207: 13203: 13198: 13194: 13188: 13184: 13180: 13175: 13171: 13165: 13161: 13157: 13152: 13148: 13142: 13138: 13134: 13131: 13128: 13125: 13122: 13119: 13116: 13113: 13110: 13107: 13084: 13064: 13061: 13058: 13055: 13035: 13024: 13023: 13012: 13007: 13003: 12997: 12993: 12989: 12984: 12980: 12974: 12970: 12966: 12961: 12957: 12951: 12947: 12943: 12938: 12934: 12928: 12924: 12920: 12915: 12911: 12905: 12901: 12897: 12892: 12888: 12882: 12878: 12874: 12869: 12865: 12859: 12855: 12851: 12846: 12842: 12836: 12832: 12817: 12816: 12805: 12802: 12797: 12793: 12789: 12784: 12780: 12776: 12773: 12768: 12764: 12760: 12755: 12751: 12747: 12744: 12741: 12736: 12732: 12728: 12723: 12719: 12715: 12712: 12707: 12703: 12699: 12694: 12690: 12686: 12661: 12658: 12654: 12650: 12645: 12642: 12638: 12623: 12622: 12621: 12610: 12607: 12604: 12601: 12598: 12590: 12587: 12584: 12581: 12573: 12570: 12567: 12559: 12556: 12553: 12550: 12547: 12544: 12541: 12538: 12535: 12532: 12529: 12526: 12523: 12520: 12517: 12514: 12511: 12488: 12485: 12482: 12470: 12467: 12446: 12440: 12435: 12432: 12429: 12426: 12420: 12414: 12409: 12406: 12403: 12400: 12394: 12388: 12383: 12380: 12377: 12374: 12371: 12368: 12345: 12342: 12339: 12311: 12308: 12305: 12263: 12260: 12257: 12254: 12251: 12248: 12245: 12242: 12239: 12236: 12233: 12230: 12227: 12224: 12221: 12218: 12193: 12190: 12187: 12184: 12181: 12178: 12175: 12172: 12169: 12166: 12163: 12160: 12157: 12154: 12151: 12148: 12145: 12142: 12139: 12136: 12133: 12130: 12127: 12124: 12121: 12118: 12115: 12095: 12075: 12055: 12021: 12018: 12015: 12003: 12000: 11998: 11997: 11985: 11982: 11962: 11959: 11939: 11919: 11908: 11907: 11896: 11893: 11889: 11886: 11883: 11880: 11877: 11873: 11870: 11867: 11864: 11861: 11858: 11855: 11851: 11847: 11842: 11839: 11835: 11831: 11828: 11825: 11821: 11817: 11814: 11811: 11808: 11805: 11802: 11799: 11796: 11793: 11790: 11787: 11784: 11781: 11769: 11768: 11757: 11753: 11749: 11744: 11741: 11737: 11733: 11730: 11724: 11719: 11714: 11710: 11707: 11704: 11701: 11698: 11695: 11692: 11689: 11686: 11683: 11680: 11677: 11674: 11648: 11647: 11646: 11635: 11632: 11629: 11626: 11623: 11620: 11616: 11612: 11609: 11606: 11600: 11595: 11590: 11586: 11560: 11530: 11521: 11515: 11514: 11503: 11499: 11495: 11492: 11489: 11483: 11478: 11473: 11469: 11466: 11462: 11458: 11455: 11452: 11446: 11441: 11436: 11432: 11378: 11375: 11374: 11373: 11362: 11359: 11356: 11353: 11350: 11347: 11344: 11341: 11338: 11335: 11332: 11329: 11326: 11323: 11318: 11312: 11309: 11307: 11304: 11303: 11300: 11297: 11295: 11292: 11291: 11289: 11284: 11261: 11241: 11221: 11218: 11215: 11195: 11192: 11189: 11166: 11163: 11160: 11149: 11148: 11137: 11134: 11131: 11128: 11125: 11122: 11119: 11116: 11113: 11110: 11105: 11099: 11096: 11094: 11091: 11090: 11087: 11084: 11082: 11079: 11078: 11076: 11071: 11048: 11045: 11042: 11039: 11036: 11013: 10993: 10971: 10970: 10955: 10952: 10949: 10944: 10941: 10937: 10933: 10930: 10927: 10924: 10921: 10918: 10915: 10912: 10909: 10906: 10903: 10901: 10899: 10894: 10886: 10882: 10878: 10876: 10873: 10872: 10867: 10864: 10860: 10856: 10853: 10851: 10846: 10843: 10839: 10835: 10832: 10829: 10826: 10825: 10823: 10818: 10815: 10812: 10809: 10806: 10803: 10800: 10798: 10796: 10789: 10786: 10782: 10778: 10775: 10772: 10768: 10764: 10759: 10756: 10752: 10748: 10745: 10741: 10735: 10729: 10721: 10718: 10714: 10710: 10708: 10703: 10700: 10696: 10692: 10689: 10688: 10685: 10682: 10678: 10674: 10670: 10669: 10667: 10662: 10653: 10647: 10644: 10642: 10639: 10638: 10635: 10632: 10630: 10627: 10626: 10624: 10619: 10616: 10613: 10610: 10607: 10604: 10601: 10599: 10595: 10589: 10586: 10584: 10581: 10580: 10577: 10574: 10572: 10569: 10568: 10566: 10561: 10558: 10557: 10534: 10511: 10508: 10505: 10485: 10465: 10462: 10457: 10454: 10450: 10446: 10443: 10440: 10437: 10434: 10431: 10428: 10425: 10414: 10413: 10398: 10395: 10392: 10387: 10384: 10380: 10376: 10373: 10370: 10367: 10364: 10361: 10358: 10355: 10352: 10349: 10346: 10344: 10342: 10337: 10331: 10326: 10323: 10319: 10315: 10312: 10309: 10306: 10302: 10299: 10295: 10291: 10288: 10287: 10284: 10281: 10277: 10273: 10269: 10268: 10266: 10261: 10258: 10255: 10252: 10249: 10246: 10243: 10241: 10239: 10232: 10229: 10225: 10221: 10218: 10215: 10211: 10207: 10202: 10199: 10195: 10191: 10188: 10184: 10178: 10172: 10164: 10160: 10156: 10154: 10151: 10150: 10147: 10142: 10139: 10135: 10131: 10128: 10124: 10121: 10117: 10113: 10112: 10110: 10105: 10096: 10090: 10087: 10085: 10082: 10081: 10078: 10075: 10073: 10070: 10069: 10067: 10062: 10059: 10056: 10053: 10050: 10047: 10044: 10042: 10038: 10032: 10029: 10027: 10024: 10023: 10020: 10017: 10015: 10012: 10011: 10009: 10004: 10001: 10000: 9973: 9962: 9961: 9950: 9945: 9939: 9936: 9934: 9931: 9930: 9927: 9924: 9922: 9919: 9918: 9916: 9911: 9908: 9905: 9902: 9899: 9896: 9893: 9890: 9887: 9884: 9881: 9876: 9870: 9867: 9865: 9862: 9861: 9858: 9855: 9853: 9850: 9849: 9847: 9842: 9815: 9812: 9809: 9789: 9786: 9783: 9763: 9760: 9757: 9737: 9734: 9731: 9711: 9708: 9705: 9702: 9699: 9696: 9693: 9669: 9666: 9663: 9651: 9650:Block matrices 9648: 9647: 9646: 9635: 9632: 9629: 9626: 9620: 9617: 9613: 9608: 9603: 9600: 9596: 9577: 9576: 9565: 9562: 9558: 9555: 9552: 9549: 9546: 9543: 9540: 9537: 9534: 9531: 9528: 9525: 9522: 9519: 9516: 9513: 9499: 9498: 9487: 9482: 9479: 9475: 9469: 9466: 9463: 9459: 9455: 9452: 9449: 9446: 9441: 9438: 9435: 9431: 9427: 9424: 9421: 9418: 9415: 9412: 9389: 9386: 9383: 9380: 9377: 9362: 9359: 9320: 9315: 9312: 9307: 9267: 9263: 9257: 9253: 9249: 9244: 9240: 9235: 9229: 9226: 9223: 9220: 9217: 9214: 9211: 9207: 9203: 9198: 9190: 9187: 9184: 9179: 9175: 9171: 9169: 9166: 9162: 9159: 9156: 9151: 9147: 9143: 9139: 9136: 9133: 9128: 9124: 9120: 9116: 9113: 9110: 9105: 9101: 9097: 9096: 9093: 9090: 9088: 9085: 9083: 9080: 9078: 9075: 9073: 9070: 9069: 9064: 9059: 9055: 9051: 9049: 9046: 9042: 9037: 9033: 9029: 9025: 9020: 9016: 9012: 9008: 9003: 8999: 8995: 8994: 8989: 8985: 8981: 8979: 8976: 8972: 8968: 8964: 8960: 8956: 8952: 8948: 8944: 8940: 8939: 8936: 8933: 8931: 8928: 8926: 8923: 8921: 8918: 8916: 8913: 8912: 8910: 8893: 8892: 8881: 8876: 8873: 8870: 8866: 8860: 8857: 8854: 8850: 8844: 8841: 8838: 8834: 8830: 8827: 8824: 8819: 8814: 8811: 8808: 8804: 8800: 8797: 8794: 8791: 8788: 8763: 8741: 8738: 8735: 8724: 8723: 8710: 8704: 8701: 8699: 8696: 8695: 8692: 8689: 8687: 8684: 8683: 8681: 8676: 8673: 8668: 8662: 8659: 8657: 8654: 8653: 8650: 8647: 8645: 8642: 8641: 8639: 8634: 8631: 8626: 8620: 8617: 8615: 8612: 8611: 8608: 8605: 8603: 8600: 8599: 8597: 8592: 8589: 8584: 8578: 8575: 8573: 8570: 8568: 8565: 8564: 8561: 8558: 8556: 8553: 8551: 8548: 8547: 8544: 8541: 8539: 8536: 8534: 8531: 8530: 8528: 8503: 8500: 8497: 8478: 8477: 8466: 8461: 8458: 8455: 8451: 8445: 8442: 8439: 8435: 8429: 8426: 8423: 8419: 8415: 8412: 8409: 8404: 8399: 8396: 8393: 8389: 8385: 8382: 8379: 8376: 8373: 8350: 8337:is known as a 8324: 8321: 8318: 8314: 8308: 8305: 8302: 8298: 8294: 8291: 8288: 8268: 8248: 8228: 8208: 8205: 8202: 8199: 8196: 8193: 8190: 8187: 8184: 8181: 8178: 8156: 8153: 8150: 8146: 8118: 8103: 8100: 8070: 8066: 8045: 8042: 8039: 8036: 8031: 8027: 8022: 8018: 8015: 8012: 8009: 8004: 8000: 7989:quotient group 7976: 7973: 7970: 7967: 7962: 7958: 7933: 7930: 7927: 7924: 7919: 7915: 7890: 7887: 7884: 7881: 7876: 7872: 7851: 7829: 7825: 7804: 7801: 7798: 7795: 7790: 7786: 7738: 7735: 7732: 7729: 7724: 7720: 7716: 7713: 7710: 7707: 7704: 7699: 7695: 7667: 7664: 7661: 7658: 7653: 7649: 7625: 7605: 7594: 7593: 7579: 7576: 7572: 7568: 7565: 7562: 7559: 7556: 7553: 7547: 7544: 7541: 7538: 7534: 7529: 7525: 7520: 7517: 7513: 7509: 7505: 7473: 7450: 7430: 7427: 7407: 7387: 7376: 7375: 7364: 7361: 7358: 7355: 7352: 7349: 7346: 7343: 7340: 7337: 7334: 7331: 7328: 7325: 7311:matrix product 7298: 7278: 7262: 7259: 7237: 7236: 7224: 7221: 7218: 7215: 7212: 7208: 7197: 7193: 7189: 7162: 7146: 7143: 7131: 7128: 7125: 7122: 7119: 7116: 7113: 7110: 7107: 7104: 7101: 7098: 7095: 7092: 7088: 7084: 7080: 7076: 7073: 7069: 7065: 7061: 7047: 7046: 7033: 7029: 7025: 7021: 7017: 7013: 7009: 6997: 6984: 6980: 6976: 6972: 6969: 6965: 6961: 6957: 6945: 6932: 6928: 6924: 6920: 6916: 6912: 6908: 6896: 6884: 6880: 6876: 6872: 6868: 6864: 6860: 6849: 6845: 6844: 6829: 6826: 6821: 6809: 6804: 6799: 6794: 6790: 6789: 6775: 6769: 6766: 6763: 6761: 6758: 6756: 6753: 6752: 6749: 6746: 6744: 6741: 6739: 6736: 6735: 6732: 6729: 6727: 6724: 6721: 6719: 6716: 6715: 6713: 6708: 6705: 6694: 6680: 6674: 6671: 6668: 6666: 6663: 6661: 6658: 6657: 6654: 6651: 6649: 6646: 6644: 6641: 6640: 6637: 6634: 6632: 6629: 6626: 6624: 6621: 6620: 6618: 6613: 6610: 6599: 6585: 6579: 6576: 6573: 6571: 6568: 6566: 6563: 6562: 6559: 6556: 6554: 6551: 6549: 6546: 6545: 6542: 6539: 6537: 6534: 6532: 6529: 6526: 6525: 6523: 6518: 6515: 6504: 6491: 6485: 6482: 6479: 6477: 6474: 6472: 6469: 6468: 6465: 6462: 6460: 6457: 6455: 6452: 6451: 6448: 6445: 6443: 6440: 6437: 6435: 6432: 6429: 6428: 6426: 6421: 6418: 6408: 6392: 6380: 6379: 6368: 6363: 6357: 6354: 6351: 6349: 6346: 6344: 6341: 6338: 6337: 6334: 6331: 6329: 6326: 6324: 6321: 6320: 6317: 6314: 6312: 6309: 6306: 6304: 6301: 6298: 6297: 6295: 6290: 6287: 6264: 6247: 6244: 6243: 6242: 6230: 6206: 6201: 6198: 6194: 6188: 6183: 6180: 6177: 6173: 6169: 6164: 6161: 6157: 6153: 6148: 6144: 6138: 6134: 6130: 6127: 6124: 6121: 6118: 6098: 6095: 6092: 6072: 6069: 6066: 6046: 6043: 6038: 6035: 6031: 6006: 5995: 5987: 5976: 5960: 5956: 5950: 5946: 5942: 5939: 5936: 5931: 5927: 5923: 5918: 5914: 5910: 5905: 5901: 5897: 5892: 5888: 5883: 5879: 5875: 5869: 5865: 5861: 5858: 5855: 5850: 5846: 5842: 5837: 5833: 5829: 5824: 5820: 5816: 5811: 5807: 5802: 5798: 5795: 5791: 5785: 5781: 5777: 5774: 5769: 5765: 5761: 5756: 5752: 5748: 5743: 5739: 5735: 5730: 5726: 5721: 5700: 5696: 5690: 5686: 5682: 5679: 5676: 5671: 5667: 5663: 5660: 5657: 5652: 5648: 5644: 5641: 5638: 5633: 5629: 5624: 5620: 5617: 5613: 5607: 5603: 5599: 5596: 5593: 5588: 5584: 5580: 5577: 5572: 5568: 5564: 5561: 5558: 5553: 5549: 5544: 5532: 5520: 5500: 5497: 5494: 5474: 5471: 5468: 5465: 5460: 5456: 5452: 5449: 5446: 5443: 5440: 5437: 5417: 5414: 5409:standard basis 5389: 5386: 5383: 5371: 5370: 5369: 5368: 5357: 5354: 5350: 5344: 5340: 5336: 5333: 5330: 5327: 5324: 5321: 5318: 5315: 5312: 5309: 5306: 5301: 5297: 5292: 5272: 5270: 5269: 5268: 5252: 5246: 5242: 5238: 5235: 5232: 5229: 5226: 5223: 5220: 5215: 5211: 5206: 5202: 5198: 5192: 5188: 5184: 5181: 5178: 5175: 5172: 5169: 5164: 5160: 5155: 5151: 5148: 5145: 5142: 5140: 5138: 5134: 5128: 5124: 5120: 5117: 5114: 5109: 5106: 5103: 5099: 5095: 5092: 5089: 5086: 5083: 5080: 5077: 5072: 5069: 5066: 5062: 5058: 5055: 5052: 5047: 5043: 5037: 5032: 5029: 5027: 5024: 5020: 5016: 5012: 5011: 4983:column vectors 4970: 4967: 4964: 4961: 4958: 4955: 4950: 4946: 4922: 4901: 4899: 4883: 4863: 4860: 4856: 4853: 4850: 4846: 4836: 4811: 4807: 4792: 4791: 4780: 4775: 4768: 4764: 4760: 4757: 4754: 4749: 4745: 4739: 4734: 4731: 4708: 4684: 4681: 4678: 4666: 4663: 4661: 4658: 4646: 4643: 4640: 4637: 4634: 4631: 4628: 4625: 4610: 4609: 4598: 4591: 4587: 4583: 4580: 4576: 4572: 4564: 4560: 4556: 4553: 4549: 4541: 4537: 4533: 4528: 4524: 4519: 4511: 4507: 4503: 4500: 4497: 4492: 4488: 4484: 4479: 4475: 4470: 4466: 4463: 4460: 4457: 4454: 4423: 4420: 4417: 4414: 4411: 4408: 4405: 4373: 4369: 4365: 4362: 4359: 4354: 4350: 4345: 4330: 4329: 4316: 4310: 4307: 4304: 4301: 4298: 4295: 4291: 4285: 4280: 4277: 4274: 4270: 4266: 4263: 4260: 4257: 4254: 4250: 4242: 4238: 4234: 4231: 4227: 4223: 4220: 4217: 4214: 4211: 4193: 4192: 4181: 4176: 4173: 4170: 4167: 4164: 4161: 4157: 4153: 4148: 4145: 4142: 4139: 4136: 4133: 4129: 4125: 4122: 4119: 4116: 4113: 4106: 4102: 4098: 4095: 4091: 4087: 4082: 4074: 4071: 4068: 4064: 4060: 4055: 4052: 4049: 4045: 4041: 4040: 4037: 4033: 4030: 4029: 4024: 4021: 4018: 4014: 4010: 4005: 4002: 3999: 3995: 3991: 3990: 3988: 3983: 3980: 3977: 3974: 3971: 3957:sigma notation 3953: 3952: 3941: 3936: 3928: 3925: 3922: 3918: 3914: 3909: 3906: 3903: 3899: 3895: 3894: 3891: 3887: 3884: 3883: 3878: 3875: 3872: 3868: 3864: 3859: 3856: 3853: 3849: 3845: 3844: 3842: 3837: 3834: 3809: 3806: 3786: 3783: 3780: 3760: 3740: 3737: 3734: 3731: 3728: 3706: 3702: 3677: 3674: 3671: 3668: 3665: 3662: 3659: 3656: 3653: 3650: 3647: 3644: 3641: 3638: 3635: 3632: 3612: 3589: 3586: 3583: 3580: 3577: 3574: 3571: 3568: 3565: 3537: 3534: 3531: 3519: 3509: 3500:rule of Sarrus 3493:Rule of Sarrus 3450: 3449: 3435: 3432: 3429: 3426: 3423: 3420: 3417: 3414: 3411: 3408: 3405: 3402: 3399: 3396: 3393: 3390: 3387: 3384: 3381: 3378: 3375: 3372: 3369: 3366: 3363: 3358: 3352: 3349: 3347: 3344: 3342: 3339: 3338: 3335: 3332: 3330: 3327: 3325: 3322: 3321: 3318: 3315: 3313: 3310: 3308: 3305: 3304: 3302: 3277: 3276:3 × 3 matrices 3274: 3269:Main article: 3266: 3263: 3251: 3250: 3239: 3234: 3226: 3223: 3220: 3216: 3212: 3210: 3207: 3203: 3200: 3197: 3193: 3189: 3185: 3182: 3179: 3175: 3171: 3170: 3167: 3164: 3162: 3159: 3157: 3154: 3152: 3149: 3148: 3143: 3140: 3137: 3133: 3129: 3127: 3124: 3120: 3117: 3114: 3110: 3106: 3102: 3099: 3096: 3092: 3088: 3087: 3082: 3079: 3076: 3072: 3068: 3066: 3063: 3059: 3056: 3053: 3049: 3045: 3041: 3038: 3035: 3031: 3027: 3026: 3024: 2982: 2979: 2976: 2972: 2960: 2959: 2948: 2943: 2935: 2932: 2929: 2925: 2921: 2919: 2916: 2912: 2909: 2906: 2902: 2898: 2894: 2891: 2888: 2884: 2880: 2879: 2876: 2873: 2871: 2868: 2866: 2863: 2861: 2858: 2857: 2852: 2849: 2846: 2842: 2838: 2836: 2833: 2829: 2826: 2823: 2819: 2815: 2811: 2808: 2805: 2801: 2797: 2796: 2791: 2788: 2785: 2781: 2777: 2775: 2772: 2768: 2765: 2762: 2758: 2754: 2750: 2747: 2744: 2740: 2736: 2735: 2733: 2728: 2725: 2694: 2691: 2634: 2631: 2628: 2625: 2617: 2614: 2611: 2608: 2605: 2602: 2573: 2569: 2565: 2562: 2556: 2553: 2548: 2544: 2540: 2537: 2534: 2529: 2524: 2517: 2513: 2509: 2506: 2503: 2498: 2493: 2486: 2482: 2477: 2473: 2470: 2450: 2445: 2440: 2435: 2432: 2429: 2424: 2419: 2414: 2409: 2404: 2378:maps the unit 2367: 2356: 2355: 2344: 2339: 2334: 2329: 2324: 2318: 2315: 2314: 2311: 2308: 2307: 2304: 2301: 2300: 2297: 2294: 2293: 2291: 2286: 2282: 2279: 2275: 2270: 2265: 2260: 2255: 2249: 2246: 2245: 2242: 2239: 2238: 2235: 2232: 2231: 2228: 2225: 2224: 2222: 2217: 2213: 2208: 2203: 2198: 2193: 2187: 2184: 2183: 2180: 2177: 2176: 2173: 2170: 2169: 2166: 2163: 2162: 2160: 2155: 2131: 2122: 2117: 2112: 2110: 2107: 2103: 2098: 2093: 2089: 2084: 2079: 2078: 2075: 2071: 2068: 1950:parallelepiped 1942: 1941: 1930: 1927: 1924: 1921: 1918: 1915: 1912: 1907: 1901: 1898: 1897: 1894: 1891: 1890: 1888: 1883: 1878: 1872: 1869: 1868: 1865: 1862: 1859: 1858: 1856: 1851: 1847: 1844: 1839: 1834: 1830: 1826: 1820: 1815: 1810: 1805: 1801: 1798: 1794: 1789: 1784: 1779: 1773: 1768: 1763: 1759: 1730:scalar product 1686:for the angle 1526:standard basis 1505: 1502: 1501: 1500: 1489: 1484: 1478: 1475: 1473: 1470: 1469: 1466: 1463: 1461: 1458: 1457: 1455: 1450: 1447: 1444: 1441: 1438: 1435: 1432: 1429: 1426: 1423: 1420: 1417: 1414: 1411: 1408: 1405: 1402: 1399: 1396: 1393: 1388: 1382: 1379: 1377: 1374: 1371: 1368: 1367: 1364: 1361: 1359: 1356: 1353: 1350: 1349: 1347: 1322: 1311: 1310: 1299: 1294: 1287: 1284: 1280: 1278: 1275: 1274: 1270: 1267: 1263: 1261: 1258: 1257: 1255: 1250: 1245: 1239: 1236: 1234: 1231: 1230: 1227: 1224: 1222: 1219: 1218: 1216: 1211: 1208: 1205: 1201: 1198: 1194: 1191: 1188: 1185: 1182: 1178: 1175: 1171: 1168: 1165: 1162: 1159: 1154: 1147: 1144: 1140: 1137: 1134: 1132: 1129: 1128: 1124: 1121: 1117: 1114: 1111: 1109: 1106: 1105: 1103: 1087: 1086: 1075: 1072: 1069: 1066: 1063: 1060: 1057: 1054: 1049: 1043: 1040: 1038: 1035: 1034: 1031: 1028: 1026: 1023: 1022: 1020: 993: 987: 984: 982: 979: 978: 975: 972: 970: 967: 966: 964: 939: 936: 933: 921: 918: 917: 916: 905: 902: 899: 896: 893: 890: 887: 884: 881: 878: 875: 872: 869: 866: 863: 860: 857: 854: 849: 842: 839: 835: 833: 830: 829: 826: 823: 821: 818: 817: 815: 810: 805: 799: 796: 793: 791: 788: 787: 784: 781: 779: 776: 775: 773: 768: 754: 753: 742: 739: 736: 733: 730: 727: 724: 719: 713: 710: 708: 705: 704: 701: 698: 696: 693: 692: 690: 685: 680: 674: 671: 669: 666: 665: 662: 659: 657: 654: 653: 651: 646: 617: 611: 608: 606: 603: 602: 599: 596: 594: 591: 590: 588: 570: 567: 531:parallelepiped 461: 460: 457: 454: 447: 386: 383: 358: 357: 346: 343: 340: 337: 334: 331: 328: 325: 322: 319: 316: 313: 310: 307: 304: 301: 298: 295: 292: 289: 286: 283: 280: 277: 274: 269: 263: 260: 258: 255: 253: 250: 249: 246: 243: 241: 238: 236: 233: 232: 229: 226: 224: 221: 219: 216: 215: 213: 193: 192: 181: 178: 175: 172: 169: 166: 163: 158: 152: 149: 147: 144: 143: 140: 137: 135: 132: 131: 129: 93:the matrix is 91:if and only if 15: 9: 6: 4: 3: 2: 28128: 28117: 28114: 28112: 28109: 28107: 28106:Matrix theory 28104: 28102: 28099: 28098: 28096: 28081: 28073: 28072: 28069: 28063: 28060: 28058: 28057:Sparse matrix 28055: 28053: 28050: 28048: 28045: 28043: 28040: 28039: 28037: 28035: 28031: 28025: 28022: 28020: 28017: 28015: 28012: 28010: 28007: 28005: 28002: 28000: 27997: 27996: 27994: 27992:constructions 27991: 27987: 27981: 27980:Outermorphism 27978: 27976: 27973: 27971: 27968: 27966: 27963: 27961: 27958: 27956: 27953: 27951: 27948: 27946: 27943: 27941: 27940:Cross product 27938: 27936: 27933: 27932: 27930: 27928: 27924: 27918: 27915: 27913: 27910: 27908: 27907:Outer product 27905: 27903: 27900: 27898: 27895: 27893: 27890: 27888: 27887:Orthogonality 27885: 27884: 27882: 27880: 27876: 27870: 27867: 27865: 27864:Cramer's rule 27862: 27860: 27857: 27855: 27852: 27850: 27847: 27845: 27842: 27840: 27837: 27835: 27834:Decomposition 27832: 27830: 27827: 27826: 27824: 27822: 27818: 27813: 27803: 27800: 27798: 27795: 27793: 27790: 27788: 27785: 27783: 27780: 27778: 27775: 27773: 27770: 27768: 27765: 27763: 27760: 27758: 27755: 27753: 27750: 27748: 27745: 27743: 27740: 27738: 27735: 27733: 27730: 27728: 27725: 27723: 27720: 27718: 27715: 27713: 27710: 27709: 27707: 27703: 27697: 27694: 27692: 27689: 27688: 27685: 27681: 27674: 27669: 27667: 27662: 27660: 27655: 27654: 27651: 27645: 27642: 27640: 27637: 27634: 27631: 27628: 27624: 27621: 27618: 27616: 27613: 27610: 27606: 27605: 27600: 27596: 27591: 27586: 27585: 27580: 27579:"Determinant" 27577: 27572: 27569: 27565: 27564: 27559: 27558:"Determinant" 27554: 27553: 27543: 27537: 27529: 27525: 27521: 27517: 27514: 27510: 27506: 27502: 27498: 27494: 27490: 27486: 27482: 27479: 27477:9780801873966 27473: 27469: 27465: 27460: 27457: 27453: 27449: 27447:0-03-029558-0 27443: 27439: 27434: 27431: 27427: 27423: 27418: 27414: 27410: 27405: 27401: 27400: 27394: 27391: 27387: 27383: 27381:0-486-67766-4 27377: 27373: 27368: 27365: 27363:3-540-19376-6 27359: 27355: 27351: 27347: 27346:Meldrum, John 27343: 27338: 27337: 27328: 27322: 27318: 27313: 27304:on 2007-02-01 27300: 27296: 27292: 27288: 27282: 27277: 27272: 27268: 27261: 27256: 27252: 27247: 27243: 27237: 27233: 27228: 27225: 27223:9780387964126 27219: 27215: 27210: 27207: 27205:9780387962054 27201: 27197: 27192: 27188: 27182: 27178: 27174: 27170: 27166: 27162: 27160: 27157: 27153: 27149: 27146: 27143: 27141:0-534-99845-3 27137: 27133: 27128: 27124: 27120: 27116: 27113:on 2009-10-31 27112: 27108: 27102: 27098: 27097: 27091: 27088: 27086:0-387-98403-8 27082: 27078: 27074: 27073: 27068: 27064: 27061: 27059:9789401799447 27055: 27051: 27046: 27043: 27037: 27033: 27028: 27025: 27023:9780521883894 27019: 27015: 27014: 27009: 27004: 27001: 26997: 26993: 26987: 26983: 26979: 26975: 26970: 26967: 26965:9780128010495 26961: 26957: 26952: 26945: 26940: 26935: 26931: 26927: 26920: 26915: 26912: 26908: 26904: 26900: 26896: 26892: 26887: 26882: 26878: 26874: 26869: 26865: 26860: 26855: 26850: 26846: 26842: 26841: 26835: 26832: 26828: 26824: 26822:9780471452348 26818: 26814: 26809: 26804: 26799: 26794: 26789: 26785: 26781: 26780: 26775: 26770: 26767: 26765:9783540642435 26761: 26757: 26752: 26745: 26741: 26737: 26733: 26729: 26725: 26721: 26714: 26710: 26709:de Boor, Carl 26706: 26699: 26695: 26691: 26687: 26683: 26679: 26675: 26668: 26663: 26659: 26653: 26649: 26645: 26641: 26637: 26633: 26628: 26627: 26625: 26608: 26603: 26599: 26595: 26591: 26584: 26578: 26574: 26569: 26555:on 2011-08-07 26551: 26547: 26545:0-89791-875-4 26541: 26537: 26533: 26529: 26522: 26515: 26509: 26504: 26497: 26492: 26486: 26481: 26472: 26467: 26460: 26453: 26448: 26441: 26435: 26427: 26421: 26417: 26416: 26408: 26385: 26382: 26379: 26376: 26371: 26365: 26360: 26353: 26348: 26342: 26337: 26334: 26331: 26326: 26320: 26315: 26308: 26303: 26297: 26292: 26289: 26284: 26278: 26273: 26266: 26261: 26255: 26250: 26248: 26238: 26232: 26227: 26220: 26215: 26209: 26204: 26201: 26196: 26190: 26185: 26178: 26173: 26167: 26162: 26159: 26156: 26154: 26149: 26146: 26134: 26130: 26123: 26117: 26112: 26105: 26104:Bourbaki 1998 26101: 26096: 26089: 26088:Bourbaki 1998 26084: 26077: 26076: 26071: 26070:Mac Lane 1998 26066: 26059: 26054: 26047: 26042: 26034: 26027: 26020: 26015: 26008: 26003: 25996: 25991: 25985: 25980: 25974: 25968: 25961: 25956: 25950:, p. 494 25949: 25944: 25938: 25932: 25926: 25920: 25913: 25906: 25899: 25894: 25888: 25884: 25880: 25874: 25868:, p. 59) 25867: 25862: 25855: 25850: 25834: 25830: 25823: 25817:, p. 405 25816: 25811: 25802: 25800: 25798: 25791: 25789: 25782: 25775: 25770: 25763: 25758: 25750: 25746: 25742: 25738: 25734: 25730: 25727:(1): 99–115. 25726: 25722: 25714: 25707: 25702: 25695: 25691: 25686: 25678: 25674: 25671: 25661: 25652: 25647: 25643: 25639: 25635: 25628: 25619: 25614: 25607: 25601: 25595: 25587: 25583: 25579: 25575: 25570: 25565: 25561: 25557: 25550: 25542: 25538: 25534: 25530: 25526: 25522: 25518: 25514: 25510: 25503: 25496: 25491: 25485:, p. 306 25484: 25479: 25472: 25467: 25460: 25459:functoriality 25456: 25455:Bourbaki 1998 25450: 25443: 25438: 25431: 25427: 25422: 25415: 25410: 25402: 25397: 25396: 25387: 25372: 25368: 25362: 25354: 25350: 25346: 25345: 25337: 25330: 25325: 25321: 25311: 25308: 25306: 25303: 25301: 25298: 25296: 25293: 25291: 25288: 25287: 25282: 25276: 25271: 25264: 25262: 25258: 25257: 25252: 25251:Lewis Carroll 25247: 25245: 25241: 25236: 25232: 25227: 25223: 25219: 25214: 25200: 25192: 25171: 25167: 25160: 25149: 25145: 25141: 25120: 25116: 25109: 25096: 25094: 25073: 25069: 25062: 25033: 25027: 25021: 25001: 24998: 24995: 24973: 24969: 24965: 24959: 24953: 24930: 24924: 24904: 24879: 24875: 24868: 24837: 24831: 24822: 24816: 24807: 24804: 24798: 24785: 24784: 24783: 24769: 24749: 24746: 24726: 24723: 24703: 24683: 24663: 24643: 24623: 24603: 24583: 24563: 24556: 24537: 24534: 24531: 24528: 24525: 24522: 24515: 24514: 24513: 24512:as a product 24499: 24490: 24473: 24470: 24464: 24436: 24432: 24425: 24414: 24410: 24406: 24402: 24383: 24363: 24360: 24358: 24350: 24346: 24342: 24333: 24319: 24316: 24309: 24293: 24290: 24287: 24279: 24264: 24244: 24241: 24232: 24230: 24226: 24216: 24214: 24210: 24192: 24177: 24176:supermatrices 24173: 24169: 24165: 24161: 24157: 24153: 24149: 24145: 24140:bilinear form 24135: 24131: 24120: 24118: 24114: 24113:tracial state 24110: 24106: 24096: 24094: 24075: 24063: 24060: 24057: 24051: 24048: 24042: 24039: 24033: 24030: 24027: 24021: 24018: 24015: 24002: 24001: 24000: 23998: 23994: 23989: 23987: 23976: 23974: 23970: 23966: 23962: 23946: 23940: 23937: 23932: 23928: 23924: 23920: 23912: 23890: 23886: 23882: 23877: 23873: 23869: 23864: 23860: 23856: 23851: 23847: 23843: 23837: 23834: 23831: 23828: 23825: 23822: 23819: 23816: 23813: 23810: 23797: 23796: 23795: 23793: 23774: 23768: 23763: 23760: 23757: 23753: 23749: 23746: 23739: 23719: 23716: 23710: 23707: 23697: 23696: 23695: 23681: 23673: 23657: 23650: 23640: 23624: 23620: 23612: 23608: 23604: 23585: 23579: 23576: 23568: 23558: 23544: 23541: 23538: 23518: 23513: 23509: 23500: 23496: 23480: 23460: 23455: 23451: 23428: 23424: 23403: 23380: 23375: 23371: 23367: 23364: 23361: 23356: 23352: 23348: 23342: 23333: 23329: 23323: 23319: 23315: 23312: 23309: 23304: 23300: 23295: 23290: 23286: 23281: 23277: 23272: 23264: 23263: 23262: 23248: 23245: 23240: 23236: 23215: 23207: 23203: 23202:Bourbaki 1998 23187: 23167: 23162: 23158: 23137: 23132: 23128: 23100: 23095: 23091: 23087: 23084: 23081: 23078: 23073: 23069: 23065: 23062: 23057: 23053: 23049: 23044: 23037: 23033: 23029: 23026: 23023: 23018: 23014: 23010: 23005: 23001: 22993: 22988: 22984: 22978: 22973: 22968: 22964: 22960: 22957: 22952: 22948: 22936: 22935: 22934: 22920: 22900: 22880: 22875: 22871: 22863: 22847: 22827: 22807: 22800: 22796: 22780: 22760: 22740: 22734: 22731: 22728: 22718: 22694: 22689: 22674: 22670: 22666: 22656: 22655: 22654: 22652: 22648: 22630: 22622: 22597: 22593: 22584: 22580: 22576: 22560: 22540: 22532: 22527: 22499: 22496: 22493: 22489: 22482: 22470: 22456: 22453: 22450: 22446: 22430: 22423: 22422: 22421: 22407: 22387: 22364: 22358: 22353: 22349: 22339: 22333: 22328: 22324: 22320: 22314: 22308: 22303: 22299: 22278: 22272: 22269: 22266: 22259: 22250: 22246: 22244: 22228: 22220: 22204: 22184: 22181: 22178: 22170: 22151: 22146: 22142: 22132: 22126: 22121: 22117: 22109: 22108: 22107: 22106: 22101: 22099: 22078: 22075: 22055: 22047: 22031: 22008: 22002: 21997: 21994: 21991: 21987: 21983: 21980: 21971: 21957: 21954: 21948: 21934: 21896: 21889: 21879: 21877: 21873: 21869: 21865: 21861: 21858: 21839: 21833: 21830: 21827: 21820: 21819: 21818: 21817: 21813: 21794: 21788: 21779: 21773: 21762: 21759: 21751: 21739: 21730: 21724: 21712: 21701: 21698: 21690: 21681: 21675: 21662: 21661: 21660: 21657: 21654: 21650: 21645: 21641: 21637: 21633: 21618: 21616: 21611: 21609: 21590: 21582: 21577: 21559: 21556: 21543: 21525: 21519: 21514: 21510: 21506: 21498: 21483: 21475: 21469: 21465: 21457: 21456: 21455: 21452: 21448: 21444: 21439: 21435: 21431: 21427: 21423: 21420: 21416: 21412: 21408: 21389: 21384: 21381: 21378: 21375: 21372: 21369: 21366: 21361: 21353: 21349: 21338: 21334: 21324: 21319: 21313: 21307: 21300: 21299: 21298: 21297: 21292: 21288: 21268: 21263: 21248: 21238: 21235: 21228: 21227: 21226: 21224: 21220: 21216: 21193: 21178: 21168: 21165: 21156: 21152: 21150: 21149:spanning tree 21126: 21123: 21120: 21117: 21114: 21111: 21108: 21105: 21102: 21099: 21096: 21082: 21077: 21074: 21052: 21049: 21046: 21043: 21040: 21037: 21034: 21027: 21023: 21019: 21000: 20994: 20988: 20985: 20979: 20975: 20964: 20959: 20950: 20941: 20935: 20929: 20926: 20919: 20918: 20917: 20916:is given by: 20900: 20894: 20886: 20870: 20850: 20830: 20827: 20824: 20802: 20787: 20777: 20774: 20754: 20726: 20692: 20686: 20678: 20675: 20657: 20647: 20644: 20624: 20602: 20587: 20577: 20574: 20566: 20562: 20552: 20550: 20546: 20534: 20530: 20526: 20523:is positive, 20522: 20517: 20515: 20511: 20507: 20503: 20499: 20495: 20491: 20487: 20483: 20479: 20475: 20471: 20465: 20455: 20453: 20449: 20445: 20441: 20437: 20421: 20418: 20415: 20395: 20372: 20367: 20358: 20347: 20344: 20341: 20333: 20329: 20323: 20315: 20304: 20301: 20298: 20290: 20286: 20277: 20266: 20263: 20260: 20252: 20248: 20240: 20235: 20230: 20225: 20215: 20208: 20204: 20200: 20194: 20186: 20179: 20175: 20171: 20162: 20155: 20151: 20147: 20136: 20128: 20124: 20118: 20110: 20102: 20098: 20089: 20081: 20077: 20070: 20065: 20059: 20048: 20044: 20040: 20037: 20034: 20029: 20025: 20018: 20011: 20010: 20009: 20007: 20003: 19987: 19984: 19981: 19958: 19950: 19946: 19942: 19939: 19936: 19930: 19922: 19918: 19909: 19893: 19890: 19887: 19879: 19876: 19858: 19854: 19831: 19821: 19816: 19812: 19808: 19803: 19799: 19778: 19758: 19747: 19737: 19735: 19731: 19727: 19706: 19702: 19695: 19669: 19664: 19660: 19652: 19643: 19640: 19633: 19627: 19624: 19621: 19615: 19609: 19606: 19602: 19595: 19594: 19593: 19591: 19573: 19569: 19542: 19531: 19527: 19523: 19518: 19510: 19506: 19500: 19493: 19490: 19487: 19483: 19475: 19471: 19463: 19460: 19457: 19453: 19447: 19440: 19436: 19429: 19419: 19415: 19409: 19404: 19401: 19398: 19394: 19390: 19385: 19377: 19373: 19367: 19362: 19357: 19350: 19346: 19339: 19331: 19323: 19319: 19305: 19304: 19303: 19289: 19269: 19249: 19227: 19223: 19199: 19196: 19193: 19190: 19187: 19184: 19181: 19178: 19175: 19172: 19169: 19159: 19143: 19139: 19126: 19121: 19117: 19109: 19108: 19107: 19105: 19104:Cramer's rule 19086: 19060: 19040: 19037: 19034: 19031: 19023: 19016:Cramer's rule 19008: 19006: 19002: 18998: 18994: 18990: 18986: 18982: 18978: 18974: 18970: 18966: 18962: 18958: 18954: 18950: 18946: 18941: 18939: 18935: 18931: 18927: 18923: 18922: 18917: 18913: 18912:Jacobi (1841) 18909: 18907: 18903: 18898: 18894: 18889: 18885: 18881: 18876: 18874: 18870: 18866: 18862: 18858: 18856: 18852: 18848: 18844: 18840: 18836: 18834: 18830: 18829:Bézout (1779) 18826: 18825:Cramer (1750) 18822: 18818: 18817:Seki Takakazu 18813: 18811: 18807: 18806: 18801: 18773: 18765: 18757: 18755: 18747: 18717: 18709: 18707: 18699: 18669: 18661: 18659: 18651: 18622: 18621: 18620: 18618: 18617:cross product 18602: 18599: 18596: 18593: 18590: 18568: 18562: 18557: 18552: 18546: 18541: 18538: 18518: 18515: 18512: 18503: 18487: 18468: 18452: 18449: 18446: 18421: 18417: 18408: 18404: 18385: 18381: 18376: 18372: 18368: 18364: 18361: 18358: 18352: 18346: 18343: 18340: 18337: 18334: 18328: 18325: 18322: 18319: 18306: 18305: 18304: 18290: 18287: 18284: 18276: 18255: 18250: 18246: 18242: 18238: 18235: 18232: 18228: 18224: 18219: 18216: 18212: 18207: 18203: 18200: 18194: 18185: 18181: 18176: 18172: 18168: 18164: 18161: 18158: 18152: 18146: 18140: 18137: 18131: 18128: 18125: 18119: 18110: 18104: 18101: 18098: 18095: 18082: 18081: 18080: 18063: 18058: 18055: 18050: 18045: 18042: 18038: 18034: 18026: 18017: 18012: 18009: 18001: 17995: 17992: 17989: 17981: 17978: 17974: 17962: 17943: 17942: 17941: 17927: 17904: 17900: 17893: 17890: 17885: 17882: 17874: 17871: 17867: 17862: 17858: 17855: 17849: 17840: 17834: 17831: 17823: 17814: 17804: 17803: 17802: 17788: 17768: 17760: 17741: 17735: 17732: 17709: 17705: 17698: 17695: 17690: 17687: 17678: 17672: 17669: 17665: 17661: 17658: 17655: 17649: 17646: 17638: 17629: 17619: 17618: 17617: 17615: 17611: 17571: 17568: 17565: 17550: 17540: 17538: 17534: 17530: 17526: 17525:harmonic mean 17507: 17501: 17496: 17492: 17488: 17484: 17481: 17476: 17473: 17466: 17460: 17454: 17451: 17446: 17443: 17438: 17432: 17429: 17420: 17411: 17404: 17399: 17396: 17392: 17388: 17384: 17381: 17377: 17368: 17367: 17366: 17363: 17361: 17357: 17352: 17348: 17325: 17322: 17319: 17313: 17310: 17307: 17301: 17292: 17289: 17286: 17282: 17276: 17273: 17269: 17265: 17262: 17258: 17254: 17251: 17244: 17243: 17242: 17239: 17228: 17224: 17220: 17213: 17209: 17196: 17177: 17171: 17166: 17161: 17156: 17152: 17148: 17144: 17141: 17136: 17130: 17126: 17120: 17112: 17109: 17093: 17090: 17087: 17083: 17079: 17075: 17067: 17064: 17060: 17048: 17045: 17042: 17038: 17030: 17029: 17028: 17025: 17005: 16999: 16994: 16989: 16984: 16980: 16976: 16972: 16969: 16964: 16958: 16950: 16947: 16931: 16928: 16925: 16921: 16917: 16913: 16905: 16902: 16898: 16886: 16883: 16880: 16876: 16872: 16866: 16863: 16860: 16847: 16846: 16845: 16843: 16839: 16816: 16811: 16806: 16802: 16796: 16792: 16788: 16782: 16776: 16773: 16770: 16765: 16760: 16756: 16750: 16745: 16741: 16735: 16731: 16727: 16722: 16717: 16709: 16706: 16696: 16695: 16694: 16690: 16680: 16673: 16669: 16662: 16652: 16645: 16641: 16635: 16612: 16604: 16600: 16596: 16593: 16590: 16585: 16581: 16577: 16572: 16568: 16559: 16555: 16548: 16545: 16538: 16530: 16527: 16518: 16512: 16499: 16498: 16497: 16495: 16491: 16486: 16482: 16478: 16474: 16455: 16452: 16449: 16444: 16440: 16436: 16431: 16426: 16423: 16420: 16416: 16408: 16407: 16406: 16402: 16379: 16372: 16368: 16362: 16357: 16353: 16349: 16344: 16341: 16335: 16330: 16326: 16318: 16314: 16309: 16301: 16298: 16293: 16289: 16280: 16277: 16266: 16261: 16258: 16255: 16251: 16242: 16239: 16234: 16230: 16226: 16223: 16220: 16217: 16212: 16208: 16204: 16201: 16196: 16192: 16184: 16181: 16176: 16172: 16168: 16165: 16162: 16157: 16153: 16149: 16144: 16140: 16132: 16128: 16122: 16109: 16108: 16107: 16090: 16081: 16078: 16075: 16072: 16069: 16056: 16051: 16047: 16043: 16039: 16036: 16031: 16028: 16025: 16022: 16019: 16015: 16009: 16004: 16001: 15998: 15994: 15988: 15985: 15980: 15977: 15972: 15969: 15966: 15962: 15949: 15946: 15943: 15938: 15934: 15926: 15925: 15924: 15922: 15914: 15910: 15900: 15896: 15892: 15869: 15865: 15860: 15855: 15851: 15847: 15843: 15840: 15837: 15834: 15828: 15822: 15819: 15812: 15807: 15803: 15799: 15795: 15792: 15789: 15786: 15781: 15776: 15771: 15766: 15762: 15758: 15754: 15751: 15747: 15742: 15739: 15734: 15729: 15722: 15716: 15713: 15709: 15703: 15698: 15694: 15690: 15686: 15683: 15680: 15677: 15672: 15667: 15660: 15654: 15651: 15647: 15641: 15635: 15632: 15627: 15625: 15617: 15604: 15600: 15595: 15590: 15586: 15582: 15578: 15575: 15572: 15569: 15565: 15560: 15556: 15552: 15548: 15545: 15536: 15530: 15527: 15524: 15521: 15516: 15511: 15504: 15498: 15495: 15491: 15485: 15479: 15476: 15471: 15469: 15461: 15448: 15444: 15439: 15434: 15430: 15426: 15422: 15419: 15416: 15411: 15406: 15399: 15393: 15390: 15386: 15380: 15374: 15371: 15366: 15364: 15356: 15339: 15338: 15337: 15333: 15326: 15319: 15299: 15290: 15284: 15281: 15275: 15272: 15269: 15263: 15250: 15249: 15248: 15227: 15224: 15218: 15212: 15209: 15202: 15201: 15200: 15190: 15166: 15143: 15131: 15125: 15122: 15110: 15107: 15104: 15098: 15092: 15089: 15082: 15081: 15080: 15053: 15047: 15044: 15038: 15035: 15032: 15023: 15017: 15014: 15001: 15000: 14999: 14989: 14985: 14975: 14961: 14941: 14921: 14896: 14888: 14885: 14882: 14878: 14872: 14865: 14862: 14859: 14855: 14847: 14844: 14841: 14837: 14829: 14824: 14819: 14814: 14805: 14802: 14799: 14795: 14789: 14782: 14779: 14776: 14772: 14764: 14761: 14758: 14754: 14744: 14741: 14738: 14734: 14728: 14721: 14718: 14715: 14711: 14703: 14700: 14697: 14693: 14686: 14681: 14676: 14672: 14664: 14663: 14662: 14660: 14656: 14652: 14633: 14630: 14624: 14616: 14612: 14604: 14603: 14602: 14588: 14580: 14564: 14556: 14540: 14520: 14512: 14511:indeterminate 14496: 14473: 14467: 14464: 14461: 14458: 14455: 14446: 14440: 14432: 14428: 14420: 14419: 14418: 14415: 14401: 14381: 14361: 14341: 14321: 14301: 14292: 14290: 14271: 14266: 14262: 14258: 14253: 14249: 14243: 14239: 14235: 14230: 14226: 14220: 14215: 14212: 14209: 14205: 14201: 14195: 14182: 14181: 14180: 14178: 14163: 14145: 14141: 14137: 14134: 14131: 14126: 14122: 14118: 14113: 14109: 14101: 14098: 14082: 14074: 14071:-matrix with 14058: 14055: 14052: 14032: 14024: 14020: 14005: 13991: 13988: 13971: 13965: 13939: 13936: 13897: 13892: 13888: 13884: 13879: 13875: 13871: 13852: 13848: 13844: 13838: 13827: 13823: 13819: 13808: 13805: 13802: 13799: 13786: 13785: 13784: 13765: 13762: 13759: 13739: 13736: 13733: 13730: 13710: 13707: 13671: 13651: 13629: 13623: 13618: 13611: 13608: 13603: 13597: 13592: 13589: 13584: 13578: 13573: 13566: 13561: 13555: 13550: 13547: 13539: 13536: 13533: 13530: 13510: 13507: 13504: 13494: 13477: 13471: 13468: 13457: 13451: 13437: 13422: 13421: 13420: 13398: 13394: 13388: 13384: 13380: 13375: 13371: 13365: 13361: 13357: 13352: 13348: 13342: 13338: 13334: 13329: 13325: 13319: 13315: 13308: 13300: 13296: 13292: 13287: 13283: 13271: 13267: 13263: 13258: 13254: 13243: 13242: 13241: 13224: 13219: 13215: 13209: 13205: 13201: 13196: 13192: 13186: 13182: 13178: 13173: 13169: 13163: 13159: 13155: 13150: 13146: 13140: 13136: 13132: 13126: 13117: 13111: 13098: 13097: 13096: 13082: 13059: 13033: 13010: 13005: 13001: 12995: 12991: 12987: 12982: 12978: 12972: 12968: 12964: 12959: 12955: 12949: 12945: 12941: 12936: 12932: 12926: 12922: 12918: 12913: 12909: 12903: 12899: 12895: 12890: 12886: 12880: 12876: 12872: 12867: 12863: 12857: 12853: 12849: 12844: 12840: 12834: 12830: 12822: 12821: 12820: 12803: 12795: 12791: 12787: 12782: 12778: 12766: 12762: 12758: 12753: 12749: 12742: 12734: 12730: 12726: 12721: 12717: 12705: 12701: 12697: 12692: 12688: 12677: 12676: 12675: 12659: 12656: 12652: 12648: 12643: 12640: 12636: 12608: 12602: 12599: 12588: 12582: 12568: 12557: 12551: 12542: 12536: 12527: 12521: 12518: 12515: 12502: 12501: 12500: 12486: 12483: 12480: 12466: 12464: 12444: 12438: 12430: 12418: 12412: 12404: 12392: 12386: 12378: 12375: 12372: 12343: 12340: 12337: 12309: 12306: 12303: 12295: 12291: 12283: 12279: 12258: 12249: 12243: 12234: 12228: 12225: 12222: 12188: 12185: 12182: 12173: 12167: 12164: 12161: 12152: 12146: 12137: 12131: 12128: 12125: 12122: 12119: 12093: 12073: 12053: 12046: 12043:However, for 12041: 12039: 12035: 12019: 12016: 12013: 11983: 11980: 11960: 11957: 11937: 11917: 11909: 11894: 11891: 11884: 11878: 11875: 11871: 11868: 11862: 11853: 11849: 11845: 11840: 11837: 11833: 11829: 11826: 11823: 11819: 11809: 11800: 11794: 11791: 11788: 11785: 11772: 11770: 11755: 11751: 11747: 11742: 11739: 11735: 11731: 11728: 11717: 11712: 11702: 11693: 11687: 11684: 11681: 11678: 11665: 11663: 11658: 11654: 11649: 11633: 11630: 11627: 11624: 11621: 11618: 11614: 11610: 11607: 11604: 11593: 11588: 11577: 11576: 11574: 11570: 11566: 11562: 11561: 11559: 11556: 11553: 11549: 11543: 11539: 11533: 11529: 11524: 11520: 11501: 11497: 11493: 11490: 11487: 11476: 11471: 11464: 11460: 11456: 11453: 11450: 11439: 11434: 11423: 11422: 11421: 11419: 11415: 11410: 11406: 11401: 11396: 11392: 11387: 11383: 11360: 11354: 11351: 11348: 11336: 11333: 11330: 11321: 11316: 11310: 11305: 11298: 11293: 11287: 11275: 11274: 11273: 11259: 11239: 11219: 11216: 11213: 11193: 11190: 11187: 11178: 11164: 11161: 11158: 11135: 11129: 11126: 11123: 11120: 11117: 11108: 11103: 11097: 11092: 11085: 11080: 11074: 11062: 11061: 11060: 11046: 11043: 11040: 11037: 11034: 11026: 11011: 10991: 10983: 10978: 10976: 10953: 10947: 10942: 10939: 10935: 10931: 10928: 10925: 10913: 10904: 10902: 10892: 10884: 10880: 10874: 10865: 10862: 10858: 10854: 10849: 10844: 10841: 10837: 10833: 10830: 10827: 10821: 10810: 10801: 10799: 10787: 10784: 10776: 10766: 10757: 10754: 10750: 10739: 10733: 10727: 10719: 10716: 10712: 10706: 10701: 10698: 10694: 10690: 10683: 10676: 10672: 10665: 10651: 10645: 10640: 10633: 10628: 10622: 10611: 10602: 10600: 10593: 10587: 10582: 10575: 10570: 10564: 10548: 10547: 10546: 10532: 10523: 10509: 10506: 10503: 10483: 10460: 10455: 10452: 10448: 10444: 10441: 10438: 10429: 10396: 10390: 10385: 10382: 10378: 10374: 10371: 10368: 10356: 10347: 10345: 10335: 10329: 10324: 10321: 10317: 10313: 10310: 10307: 10300: 10297: 10293: 10289: 10282: 10275: 10271: 10264: 10253: 10244: 10242: 10230: 10227: 10219: 10209: 10200: 10197: 10193: 10182: 10176: 10170: 10162: 10158: 10152: 10145: 10140: 10137: 10133: 10129: 10122: 10119: 10115: 10108: 10094: 10088: 10083: 10076: 10071: 10065: 10054: 10045: 10043: 10036: 10030: 10025: 10018: 10013: 10007: 9991: 9990: 9989: 9987: 9971: 9948: 9943: 9937: 9932: 9925: 9920: 9914: 9906: 9900: 9888: 9879: 9874: 9868: 9863: 9856: 9851: 9845: 9833: 9832: 9831: 9829: 9813: 9810: 9807: 9787: 9784: 9781: 9761: 9758: 9755: 9735: 9732: 9729: 9722:of dimension 9709: 9706: 9703: 9700: 9697: 9694: 9691: 9683: 9667: 9664: 9661: 9633: 9630: 9627: 9624: 9618: 9611: 9606: 9601: 9598: 9594: 9586: 9585: 9584: 9582: 9563: 9560: 9553: 9550: 9547: 9541: 9538: 9535: 9532: 9529: 9526: 9523: 9517: 9504: 9503: 9502: 9485: 9480: 9477: 9473: 9467: 9464: 9461: 9453: 9450: 9444: 9439: 9436: 9433: 9422: 9416: 9413: 9403: 9402: 9401: 9384: 9378: 9375: 9368: 9358: 9357:) submatrix. 9356: 9352: 9348: 9345: 9341: 9337: 9313: 9310: 9293: 9289: 9285: 9281: 9265: 9261: 9255: 9251: 9247: 9242: 9238: 9233: 9227: 9224: 9221: 9218: 9215: 9212: 9209: 9205: 9201: 9196: 9188: 9185: 9182: 9177: 9173: 9167: 9160: 9157: 9154: 9149: 9145: 9137: 9134: 9131: 9126: 9122: 9114: 9111: 9108: 9103: 9099: 9091: 9086: 9081: 9076: 9071: 9062: 9057: 9053: 9047: 9040: 9035: 9031: 9023: 9018: 9014: 9006: 9001: 8997: 8987: 8983: 8977: 8970: 8966: 8958: 8954: 8946: 8942: 8934: 8929: 8924: 8919: 8914: 8908: 8899: 8879: 8874: 8871: 8868: 8864: 8858: 8855: 8852: 8848: 8842: 8839: 8836: 8828: 8825: 8817: 8812: 8809: 8806: 8802: 8798: 8792: 8779: 8778: 8777: 8775: 8761: 8739: 8736: 8733: 8708: 8702: 8697: 8690: 8685: 8679: 8674: 8671: 8666: 8660: 8655: 8648: 8643: 8637: 8632: 8629: 8624: 8618: 8613: 8606: 8601: 8595: 8590: 8587: 8582: 8576: 8571: 8566: 8559: 8554: 8549: 8542: 8537: 8532: 8526: 8517: 8516: 8515: 8501: 8498: 8495: 8487: 8464: 8459: 8456: 8453: 8449: 8443: 8440: 8437: 8433: 8427: 8424: 8421: 8413: 8410: 8402: 8397: 8394: 8391: 8387: 8383: 8377: 8364: 8363: 8362: 8348: 8340: 8322: 8319: 8316: 8312: 8306: 8303: 8300: 8292: 8289: 8266: 8246: 8226: 8203: 8200: 8197: 8191: 8185: 8182: 8179: 8154: 8151: 8148: 8144: 8135: 8131: 8116: 8108: 8099: 8097: 8093: 8089: 8084: 8068: 8064: 8040: 8034: 8029: 8025: 8020: 8013: 8007: 8002: 7998: 7990: 7971: 7965: 7960: 7956: 7947: 7928: 7922: 7917: 7913: 7904: 7885: 7879: 7874: 7870: 7849: 7827: 7823: 7799: 7793: 7788: 7784: 7775: 7770: 7768: 7764: 7760: 7756: 7752: 7733: 7727: 7722: 7718: 7714: 7708: 7702: 7697: 7693: 7685: 7681: 7662: 7656: 7651: 7647: 7639: 7623: 7616:over a field 7603: 7577: 7574: 7563: 7551: 7542: 7532: 7527: 7523: 7518: 7515: 7511: 7507: 7496: 7495: 7494: 7491: 7487: 7471: 7462: 7448: 7428: 7405: 7385: 7359: 7347: 7338: 7332: 7329: 7316: 7315: 7314: 7312: 7296: 7276: 7268: 7258: 7256: 7252: 7247: 7243: 7219: 7210: 7206: 7195: 7191: 7180: 7179: 7178: 7176: 7160: 7152: 7142: 7129: 7126: 7117: 7114: 7108: 7105: 7102: 7099: 7093: 7090: 7082: 7074: 7071: 7063: 7045: 7027: 7019: 7011: 6998: 6996: 6978: 6970: 6967: 6959: 6946: 6944: 6926: 6918: 6910: 6897: 6878: 6870: 6862: 6850: 6847: 6846: 6843: 6827: 6824: 6819: 6810: 6808: 6805: 6803: 6800: 6798: 6795: 6792: 6791: 6788: 6773: 6767: 6764: 6759: 6754: 6747: 6742: 6737: 6730: 6725: 6722: 6717: 6711: 6706: 6703: 6695: 6693: 6678: 6672: 6669: 6664: 6659: 6652: 6647: 6642: 6635: 6630: 6627: 6622: 6616: 6611: 6608: 6600: 6598: 6583: 6577: 6574: 6569: 6564: 6557: 6552: 6547: 6540: 6535: 6530: 6527: 6521: 6516: 6513: 6505: 6489: 6483: 6480: 6475: 6470: 6463: 6458: 6453: 6446: 6441: 6438: 6433: 6430: 6424: 6419: 6416: 6409: 6406: 6405: 6390: 6366: 6361: 6355: 6352: 6347: 6342: 6339: 6332: 6327: 6322: 6315: 6310: 6307: 6302: 6299: 6293: 6288: 6285: 6278: 6277: 6276: 6262: 6253: 6228: 6220: 6204: 6199: 6196: 6192: 6186: 6181: 6178: 6175: 6171: 6167: 6162: 6159: 6155: 6151: 6146: 6142: 6136: 6132: 6128: 6122: 6096: 6093: 6090: 6070: 6067: 6064: 6044: 6041: 6036: 6033: 6029: 6020: 6004: 5996: 5992: 5988: 5985: 5981: 5977: 5974: 5958: 5948: 5944: 5940: 5937: 5934: 5929: 5925: 5921: 5916: 5912: 5908: 5903: 5899: 5895: 5890: 5886: 5877: 5867: 5863: 5859: 5856: 5853: 5848: 5844: 5840: 5835: 5831: 5827: 5822: 5818: 5814: 5809: 5805: 5796: 5793: 5783: 5779: 5775: 5772: 5767: 5763: 5759: 5754: 5750: 5746: 5741: 5737: 5733: 5728: 5724: 5698: 5688: 5684: 5680: 5677: 5674: 5669: 5665: 5661: 5658: 5655: 5650: 5646: 5642: 5639: 5636: 5631: 5627: 5618: 5615: 5605: 5601: 5597: 5594: 5591: 5586: 5582: 5578: 5575: 5570: 5566: 5562: 5559: 5556: 5551: 5547: 5533: 5518: 5498: 5495: 5492: 5469: 5458: 5454: 5450: 5444: 5441: 5427: 5423: 5422: 5421: 5413: 5410: 5405: 5403: 5387: 5384: 5381: 5355: 5352: 5342: 5338: 5334: 5331: 5328: 5325: 5322: 5319: 5316: 5313: 5310: 5307: 5304: 5299: 5295: 5282: 5281: 5279: 5278: 5271: 5244: 5240: 5236: 5233: 5230: 5227: 5224: 5221: 5218: 5213: 5209: 5200: 5190: 5186: 5182: 5179: 5176: 5173: 5170: 5167: 5162: 5158: 5149: 5146: 5143: 5141: 5126: 5122: 5118: 5115: 5112: 5107: 5104: 5101: 5097: 5093: 5090: 5087: 5084: 5081: 5078: 5075: 5070: 5067: 5064: 5060: 5056: 5053: 5050: 5045: 5041: 5030: 5028: 5018: 5002: 5001: 4999: 4995: 4992:and a number 4991: 4987: 4984: 4968: 4965: 4962: 4959: 4956: 4953: 4948: 4944: 4936: 4920: 4912: 4908: 4907: 4900: 4897: 4881: 4861: 4858: 4854: 4851: 4848: 4835: 4834: 4833: 4831: 4827: 4809: 4805: 4797: 4796:column vector 4778: 4766: 4762: 4758: 4755: 4752: 4747: 4743: 4732: 4729: 4722: 4721: 4720: 4706: 4698: 4682: 4679: 4676: 4657: 4644: 4638: 4635: 4632: 4629: 4626: 4596: 4589: 4585: 4581: 4578: 4574: 4570: 4562: 4558: 4554: 4551: 4547: 4539: 4535: 4531: 4526: 4522: 4517: 4509: 4505: 4501: 4498: 4495: 4490: 4486: 4482: 4477: 4473: 4468: 4464: 4458: 4445: 4444: 4443: 4441: 4418: 4415: 4412: 4409: 4406: 4395: 4371: 4367: 4363: 4360: 4357: 4352: 4348: 4343: 4335: 4314: 4305: 4299: 4296: 4293: 4289: 4283: 4278: 4275: 4272: 4268: 4261: 4255: 4252: 4248: 4240: 4236: 4232: 4229: 4225: 4221: 4215: 4202: 4201: 4200: 4198: 4179: 4171: 4165: 4162: 4159: 4155: 4151: 4143: 4137: 4134: 4131: 4127: 4120: 4114: 4111: 4104: 4100: 4096: 4093: 4089: 4085: 4080: 4072: 4069: 4066: 4062: 4058: 4053: 4050: 4047: 4043: 4035: 4031: 4022: 4019: 4016: 4012: 4008: 4003: 4000: 3997: 3993: 3986: 3981: 3975: 3962: 3961: 3960: 3959:for the sum, 3958: 3939: 3934: 3926: 3923: 3920: 3916: 3912: 3907: 3904: 3901: 3897: 3889: 3885: 3876: 3873: 3870: 3866: 3862: 3857: 3854: 3851: 3847: 3840: 3835: 3832: 3825: 3824: 3823: 3820: 3807: 3804: 3784: 3781: 3778: 3758: 3735: 3729: 3726: 3704: 3700: 3691: 3672: 3666: 3663: 3660: 3657: 3651: 3645: 3642: 3636: 3630: 3610: 3603: 3584: 3581: 3578: 3575: 3572: 3569: 3566: 3555: 3551: 3535: 3532: 3529: 3517: 3513: 3508: 3501: 3494: 3490: 3486: 3484: 3480: 3476: 3472: 3467: 3463: 3459: 3455: 3433: 3430: 3427: 3424: 3421: 3418: 3415: 3412: 3409: 3406: 3403: 3400: 3397: 3394: 3391: 3388: 3385: 3382: 3379: 3376: 3373: 3370: 3367: 3364: 3361: 3356: 3350: 3345: 3340: 3333: 3328: 3323: 3316: 3311: 3306: 3300: 3291: 3290: 3289: 3283: 3272: 3262: 3260: 3256: 3237: 3232: 3224: 3221: 3218: 3214: 3208: 3201: 3198: 3195: 3191: 3183: 3180: 3177: 3173: 3165: 3160: 3155: 3150: 3141: 3138: 3135: 3131: 3125: 3118: 3115: 3112: 3108: 3100: 3097: 3094: 3090: 3080: 3077: 3074: 3070: 3064: 3057: 3054: 3051: 3047: 3039: 3036: 3033: 3029: 3022: 3013: 3012: 3011: 3009: 3005: 3000: 2998: 2980: 2977: 2974: 2970: 2946: 2941: 2933: 2930: 2927: 2923: 2917: 2910: 2907: 2904: 2900: 2892: 2889: 2886: 2882: 2874: 2869: 2864: 2859: 2850: 2847: 2844: 2840: 2834: 2827: 2824: 2821: 2817: 2809: 2806: 2803: 2799: 2789: 2786: 2783: 2779: 2773: 2766: 2763: 2760: 2756: 2748: 2745: 2742: 2738: 2731: 2726: 2723: 2716: 2715: 2714: 2712: 2708: 2704: 2703:square matrix 2700: 2690: 2688: 2684: 2680: 2676: 2672: 2669:is less than 2668: 2664: 2660: 2656: 2652: 2648: 2632: 2626: 2615: 2612: 2606: 2592: 2589: 2584: 2571: 2567: 2563: 2554: 2551: 2546: 2542: 2538: 2535: 2532: 2527: 2515: 2511: 2507: 2504: 2501: 2496: 2484: 2480: 2475: 2471: 2468: 2448: 2443: 2433: 2430: 2427: 2422: 2412: 2407: 2392: 2391:parallelotope 2389:-dimensional 2388: 2384: 2382: 2365: 2342: 2337: 2327: 2322: 2316: 2309: 2302: 2295: 2289: 2284: 2280: 2277: 2273: 2268: 2258: 2253: 2247: 2240: 2233: 2226: 2220: 2215: 2211: 2206: 2196: 2191: 2185: 2178: 2171: 2164: 2158: 2153: 2146: 2145: 2144: 2129: 2120: 2108: 2101: 2087: 2073: 2069: 2066: 2058: 2054: 2050: 2046: 2040: 2037: 2033: 2028: 2022: 2018: 2014: 2010: 2002: 1998: 1990: 1986: 1976: 1972: 1971: 1965: 1963: 1959: 1951: 1946: 1928: 1925: 1922: 1919: 1916: 1913: 1910: 1905: 1899: 1892: 1886: 1881: 1876: 1870: 1863: 1860: 1854: 1849: 1845: 1842: 1837: 1832: 1824: 1818: 1813: 1803: 1799: 1796: 1792: 1757: 1745: 1744: 1743: 1740: 1736: 1731: 1726: 1722: 1718: 1710: 1706: 1702: 1697: 1693: 1689: 1684: 1680: 1676: 1668: 1664: 1660: 1653: 1649: 1645: 1639: 1635: 1631:To show that 1629: 1627: 1623: 1619: 1614: 1603: 1599: 1593: 1589: 1585: 1577: 1573: 1569: 1565: 1557: 1553: 1543: 1539: 1538:parallelogram 1527: 1523: 1510: 1487: 1482: 1476: 1471: 1464: 1459: 1453: 1448: 1445: 1442: 1436: 1433: 1430: 1427: 1424: 1418: 1415: 1412: 1409: 1406: 1403: 1400: 1397: 1394: 1391: 1386: 1380: 1375: 1372: 1369: 1362: 1357: 1354: 1351: 1345: 1336: 1335: 1334: 1320: 1297: 1292: 1285: 1282: 1276: 1268: 1265: 1259: 1253: 1248: 1243: 1237: 1232: 1225: 1220: 1214: 1209: 1206: 1199: 1196: 1192: 1189: 1183: 1176: 1173: 1169: 1166: 1160: 1157: 1152: 1145: 1142: 1138: 1135: 1130: 1122: 1119: 1115: 1112: 1107: 1101: 1092: 1091: 1090: 1073: 1070: 1067: 1064: 1061: 1058: 1055: 1052: 1047: 1041: 1036: 1029: 1024: 1018: 1009: 1008: 1007: 991: 985: 980: 973: 968: 962: 953: 937: 934: 931: 903: 900: 897: 891: 888: 885: 879: 870: 867: 861: 858: 852: 847: 840: 837: 831: 824: 819: 813: 808: 803: 797: 794: 789: 782: 777: 771: 759: 758: 757: 756:For example, 740: 737: 734: 731: 728: 725: 722: 717: 711: 706: 699: 694: 688: 683: 678: 672: 667: 660: 655: 649: 637: 636: 635: 615: 609: 604: 597: 592: 586: 566: 564: 560: 556: 552: 548: 540: 536: 532: 529:-dimensional 524: 521:-dimensional 517:, the signed 516: 512: 508: 504: 503:Cramer's rule 500: 496: 491: 489: 485: 481: 477: 473: 469: 464: 458: 455: 448: 441: 437: 436: 435: 432: 428: 422: 420: 416: 412: 408: 400: 384: 381: 373: 368: 364: 344: 341: 338: 335: 332: 329: 326: 323: 320: 317: 314: 311: 308: 305: 302: 299: 296: 293: 290: 287: 284: 281: 278: 275: 272: 267: 261: 256: 251: 244: 239: 234: 227: 222: 217: 211: 202: 201: 200: 179: 176: 173: 170: 167: 164: 161: 156: 150: 145: 138: 133: 127: 118: 117: 116: 109: 107: 102: 100: 96: 92: 88: 84: 77: 69: 61: 54: 49: 48:square matrix 45: 41: 37: 33: 26: 22: 28101:Determinants 27990:Vector space 27934: 27722:Vector space 27602: 27582: 27561: 27527: 27496: 27492: 27463: 27437: 27421: 27412: 27408: 27398: 27371: 27348:, Springer, 27341: 27316: 27306:, retrieved 27299:the original 27266: 27250: 27231: 27213: 27195: 27172: 27131: 27122: 27119:Muir, Thomas 27111:the original 27095: 27076: 27071: 27052:, Springer, 27049: 27031: 27011: 26973: 26958:, Elsevier, 26955: 26929: 26925: 26886:math/0203276 26876: 26872: 26844: 26838: 26812: 26783: 26777: 26758:, Springer, 26755: 26723: 26719: 26677: 26673: 26643: 26631: 26597: 26593: 26583: 26577:Bareiss 1968 26568: 26557:. Retrieved 26550:the original 26527: 26514: 26503: 26491: 26480: 26459: 26454:, §1.1, §4.3 26447: 26442:, Lecture 1. 26434: 26414: 26407: 26132: 26128: 26122: 26111: 26095: 26083: 26073: 26065: 26053: 26041: 26032: 26026: 26014: 26002: 25990: 25979: 25967: 25955: 25943: 25931: 25919: 25911: 25905: 25898:Kleiner 2007 25893: 25878: 25873: 25861: 25856:, p. 80 25854:Kleiner 2007 25849: 25837:. Retrieved 25833:the original 25822: 25810: 25787: 25781: 25769: 25757: 25724: 25720: 25713: 25701: 25696:, Def. 1.2.3 25685: 25677:MathOverflow 25676: 25669: 25660: 25641: 25637: 25627: 25606: 25594: 25559: 25555: 25549: 25516: 25512: 25502: 25490: 25478: 25466: 25449: 25437: 25429: 25421: 25409: 25394: 25386: 25374:. Retrieved 25370: 25361: 25343: 25336: 25324: 25254: 25248: 25243: 25239: 25234: 25230: 25221: 25217: 25215: 25097: 24857: 24552: 24491: 24369: 24361: 24339: 24233: 24222: 24209:graded rings 24163: 24151: 24147: 24136: 24129: 24126: 24102: 24090: 23990: 23982: 23969:reduced norm 23908: 23734: 23646: 23564: 23395: 23205: 23119: 22797:of (finite) 22720: 22528: 22525: 22255: 22221:of units in 22167:between the 22166: 22102: 21972: 21885: 21875: 21871: 21867: 21859: 21857:vector space 21854: 21809: 21655: 21652: 21648: 21643: 21639: 21635: 21629: 21612: 21605: 21454:is given by 21450: 21446: 21442: 21437: 21433: 21429: 21425: 21421: 21414: 21404: 21290: 21286: 21283: 21222: 21212: 21015: 20708:is given by 20558: 20548: 20532: 20524: 20520: 20518: 20505: 20497: 20485: 20481: 20477: 20473: 20467: 20387: 19873:lies in the 19743: 19684: 19589: 19560: 19214: 19019: 19011:Applications 18969:Spottiswoode 18953:persymmetric 18942: 18925: 18919: 18910: 18896: 18892: 18887: 18886:columns and 18883: 18877: 18869:discriminant 18859: 18837: 18833:plane curves 18814: 18803: 18797: 18504: 18403:Lie algebras 18400: 18272: 18078: 17940:, these are 17919: 17757:denotes the 17724: 17546: 17522: 17364: 17358:between two 17350: 17346: 17343: 17237: 17234: 17222: 17218: 17211: 17207: 17195:power series 17192: 17023: 17020: 16841: 16831: 16685: 16678: 16671: 16667: 16657: 16650: 16643: 16639: 16630: 16627: 16493: 16489: 16484: 16480: 16476: 16470: 16397: 16394: 16105: 15912: 15908: 15888: 15331: 15324: 15317: 15314: 15247:is given by 15242: 15158: 15074: 14987: 14981: 14913: 14648: 14488: 14416: 14293: 14286: 14176: 14096: 14016: 13912: 13684:real. Since 13496: 13492: 13418: 13239: 13025: 12818: 12627: 12472: 12280: 12042: 12037: 12033: 12005: 11661: 11656: 11652: 11572: 11571:, each with 11568: 11564: 11557: 11551: 11547: 11541: 11537: 11531: 11527: 11522: 11518: 11516: 11417: 11413: 11408: 11404: 11399: 11398:matrix, and 11394: 11390: 11385: 11380: 11179: 11150: 10981: 10979: 10972: 10524: 10415: 9963: 9682:block matrix 9653: 9578: 9500: 9364: 9354: 9350: 9343: 9339: 9291: 9287: 9286:to write an 9279: 8894: 8753: 8725: 8481: 8479: 8341:. For every 8136:. The minor 8105: 8091: 8085: 7771: 7758: 7751:matrix group 7595: 7463: 7377: 7266: 7264: 7254: 7250: 7245: 7241: 7238: 7174: 7148: 7050: 6999: 6947: 6898: 6811: 6806: 6801: 6796: 6696: 6601: 6506: 6249: 5994:alternating. 5990: 5979: 5419: 5406: 5401: 5372: 5275: 4997: 4993: 4989: 4985: 4910: 4904: 4832:-th column. 4829: 4825: 4793: 4696: 4668: 4611: 4439: 4331: 4194: 3954: 3821: 3550:permutations 3521: 3515: 3511: 3497: 3482: 3478: 3474: 3470: 3465: 3461: 3457: 3453: 3451: 3281: 3279: 3254: 3252: 3007: 3003: 3001: 2962:The entries 2961: 2710: 2706: 2698: 2696: 2678: 2670: 2666: 2662: 2654: 2653:produced by 2646: 2590: 2585: 2386: 2380: 2357: 2056: 2048: 2044: 2041: 2035: 2031: 2026: 2020: 2016: 2012: 2008: 2000: 1996: 1988: 1984: 1974: 1968: 1966: 1957: 1955: 1738: 1734: 1724: 1720: 1716: 1708: 1704: 1700: 1687: 1682: 1678: 1674: 1666: 1662: 1658: 1651: 1647: 1643: 1637: 1633: 1630: 1615: 1601: 1597: 1594: 1587: 1583: 1575: 1571: 1567: 1563: 1555: 1551: 1515: 1312: 1088: 923: 755: 572: 535:endomorphism 495:coefficients 492: 483: 472:endomorphism 465: 462: 430: 426: 423: 366: 362: 359: 194: 110: 103: 75: 67: 59: 52: 35: 29: 27970:Multivector 27935:Determinant 27892:Dot product 27737:Linear span 25960:Cajori 1993 25785:Cajori, F. 25692:, §VIII.2, 25644:: 332–341. 25562:: 202–218. 25414:Harris 2014 24219:Calculation 22795:free module 21615:Cartography 21419:open subset 21018:tetrahedron 20885:dimensional 20863:, then the 20490:orientation 20476:vectors in 20448:polynomials 18993:Christoffel 18938:Cayley 1841 18932:(1839) and 18839:Vandermonde 18531:-matrix as 15199:satisfying 14555:eigenvalues 14100:eigenvalues 14019:eigenvalues 9284:generalized 8130:recursively 8092:rectangular 7765:), and the 7682:called the 6848:Determinant 6793:Obtained by 6057:, whenever 5277:alternating 4906:multilinear 4197:pi notation 2659:orientation 2461:the region 2027:signed area 1754:Signed area 1618:signed area 1542:unit square 1522:linear maps 539:orientation 511:eigenvalues 484:determinant 99:isomorphism 36:determinant 32:mathematics 21:Risk factor 28095:Categories 28004:Direct sum 27839:Invertible 27742:Linear map 27308:2020-06-04 26932:: 98–109. 26726:(2): 3–7, 26622:See also: 26618:References 26559:2011-01-22 26471:1812.02056 25887:37.0181.02 25839:24 January 25790:p. 80 25569:1805.06027 25426:Serge Lang 24858:The order 24172:Berezinian 23792:quaternion 22913:. The map 22715:See also: 22217:) and the 22098:unimodular 21646:such that 21022:skew lines 20887:volume of 20674:measurable 18985:Wronskians 18961:circulants 18926:alternants 18505:Writing a 18407:Lie groups 17549:polynomial 17543:Derivative 16479:arguments 14601:such that 12457:since the 9986:invertible 8774:-th column 7757:(which if 7490:invertible 4824:(for each 4794:where the 3554:signatures 3552:and their 2693:Definition 2687:one-to-one 1962:equi-areal 1713:, so that 199:matrix is 115:matrix is 95:invertible 83:linear map 28034:Numerical 27797:Transpose 27584:MathWorld 27568:EMS Press 27513:123637858 27415:: 267–271 27374:, Dover, 27171:(2018) . 27154:54:75–90 27121:(1960) , 26854:1206.7067 26831:248917264 26803:1813/6003 26508:Rote 2001 26019:Lang 1985 26007:Lang 2002 25995:Lang 1985 25948:Eves 1990 25815:Eves 1990 25749:120467300 25690:Lang 1985 25618:1410.1958 25586:119272194 25513:Math. Gaz 25497:, §0.8.2. 25442:Lang 1987 25329:Lang 1985 25161:⁡ 25110:⁡ 25063:⁡ 24988:for some 24966:≥ 24869:⁡ 24823:⋅ 24808:ε 24747:− 24704:ε 24465:⁡ 24426:⁡ 24291:× 24278:factorial 24052:⁡ 24043:⁡ 24034:⁡ 23944:→ 23769:⁡ 23761:× 23714:→ 23607:character 23586:σ 23580:⁡ 23567:permanent 23510:⋀ 23452:⋀ 23368:∧ 23365:⋯ 23362:∧ 23349:⋅ 23316:∧ 23313:⋯ 23310:∧ 23278:⋀ 23246:∈ 23159:⋀ 23129:⋀ 23085:∧ 23082:⋯ 23079:∧ 23063:∧ 23047:↦ 23030:∧ 23027:⋯ 23024:∧ 23011:∧ 22985:⋀ 22981:→ 22965:⋀ 22949:⋀ 22872:⋀ 22738:→ 22680:→ 22631:× 22623:− 22359:⁡ 22346:→ 22334:⁡ 22309:⁡ 22276:→ 22182:× 22147:× 22139:→ 22127:⁡ 22003:⁡ 21995:× 21984:∈ 21973:A matrix 21837:→ 21760:− 21699:− 21557:⁡ 21520:ϕ 21511:∫ 21484:ϕ 21466:∫ 21382:≤ 21370:≤ 21346:∂ 21331:∂ 21254:→ 21184:→ 21169:: 21124:− 21112:− 21100:− 21083:⋅ 20989:⁡ 20930:⁡ 20828:× 20793:→ 20648:⊂ 20593:→ 20444:resultant 20419:− 20345:− 20324:⋯ 20302:− 20264:− 20241:⋮ 20236:⋱ 20231:⋮ 20226:⋮ 20195:⋯ 20119:⋯ 20038:… 20006:Wronskian 19985:− 19940:… 19891:× 19822:∈ 19748:vectors: 19696:⁡ 19628:⁡ 19610:⁡ 19501:… 19461:− 19448:… 19395:∑ 19368:… 19358:… 19194:… 18997:Frobenius 18977:Pfaffians 18930:Sylvester 18823:in 1693. 18766:× 18731:∇ 18718:× 18683:∇ 18670:× 18635:∇ 18516:× 18373:ϵ 18359:ϵ 18347:⁡ 18326:ϵ 18247:ϵ 18233:ϵ 18217:− 18204:⁡ 18173:ϵ 18159:ϵ 18141:⁡ 18132:⁡ 18111:− 18102:ϵ 18043:− 17996:⁡ 17971:∂ 17954:∂ 17894:α 17872:− 17859:⁡ 17835:α 17736:⁡ 17699:α 17673:⁡ 17662:⁡ 17650:α 17569:× 17485:⁡ 17467:≤ 17455:⁡ 17439:≤ 17412:≤ 17397:− 17385:⁡ 17323:− 17314:⁡ 17308:≤ 17293:⁡ 17287:≤ 17274:− 17266:− 17255:⁡ 17145:⁡ 17110:− 17099:∞ 17084:∑ 17080:− 17054:∞ 17039:∑ 16973:⁡ 16948:− 16937:∞ 16922:∑ 16918:− 16892:∞ 16877:∑ 16793:∑ 16777:⁡ 16732:∑ 16594:… 16528:− 16492:– 1)! tr( 16417:∑ 16345:⁡ 16278:− 16252:∏ 16221:⋯ 16182:≥ 16166:… 16133:∑ 16079:≤ 16073:≤ 16040:⁡ 16023:− 15995:∑ 15981:− 15970:− 15897:, or the 15844:⁡ 15835:− 15823:⁡ 15796:⁡ 15755:⁡ 15717:⁡ 15687:⁡ 15678:− 15655:⁡ 15579:⁡ 15549:⁡ 15531:⁡ 15522:− 15499:⁡ 15423:⁡ 15417:− 15394:⁡ 15285:⁡ 15276:⁡ 15213:⁡ 15189:logarithm 15183:) of exp( 15159:Here exp( 15126:⁡ 15111:⁡ 15093:⁡ 15048:⁡ 15039:⁡ 15018:⁡ 14873:⋯ 14830:⋮ 14825:⋱ 14820:⋮ 14815:⋮ 14790:⋯ 14729:⋯ 14625:λ 14613:χ 14589:λ 14465:− 14459:⋅ 14429:χ 14263:λ 14259:⋯ 14250:λ 14240:λ 14227:λ 14206:∏ 14142:λ 14135:… 14123:λ 14110:λ 14056:× 13723:, taking 13609:− 13508:× 13458:− 13309:− 13202:− 13179:− 12988:− 12965:− 12942:− 12919:− 12743:− 12589:− 12484:× 12393:≥ 12341:× 12307:× 12294:Hermitian 12235:≥ 12153:≥ 11879:⁡ 11838:− 11740:− 11334:− 11162:× 11124:− 10940:− 10929:− 10863:− 10842:− 10831:− 10785:− 10755:− 10734:⏟ 10717:− 10699:− 10691:− 10522:-matrix. 10507:× 10453:− 10442:− 10383:− 10372:− 10322:− 10311:− 10298:− 10228:− 10198:− 10177:⏟ 10138:− 10130:− 10120:− 9811:× 9785:× 9759:× 9733:× 9665:× 9628:⁡ 9599:− 9551:⁡ 9536:⁡ 9451:− 9417:⁡ 9379:⁡ 9347:submatrix 9248:− 9225:≤ 9213:≤ 9206:∏ 9186:− 9168:⋯ 9158:− 9135:− 9112:− 9092:⋮ 9087:⋱ 9082:⋮ 9077:⋮ 9072:⋮ 9048:⋯ 8978:⋯ 8930:⋯ 8826:− 8803:∑ 8737:× 8630:− 8411:− 8388:∑ 8290:− 8201:− 8192:× 8183:− 8069:× 8035:⁡ 8008:⁡ 7966:⁡ 7923:⁡ 7880:⁡ 7828:× 7794:⁡ 7728:⁡ 7715:⊂ 7703:⁡ 7657:⁡ 7575:− 7516:− 7464:A matrix 7151:transpose 7145:Transpose 7115:− 7109:⋅ 7103:⋅ 7094:− 7075:− 6971:− 6820:− 6765:− 6723:− 6670:− 6628:− 6575:− 6528:− 6481:− 6439:− 6431:− 6353:− 6340:− 6308:− 6300:− 6229:σ 6172:∏ 6152:⋯ 5938:… 5857:… 5797:− 5773:… 5678:… 5659:… 5640:… 5619:− 5595:… 5579:… 5560:… 5496:× 5385:× 5332:… 5320:… 5308:… 5234:… 5222:… 5183:… 5171:… 5150:⋅ 5116:… 5082:⋅ 5068:− 5054:… 4960:⋅ 4909:: if the 4756:… 4680:× 4633:… 4571:⋯ 4532:⋯ 4518:ε 4499:… 4469:∑ 4413:… 4361:… 4344:ε 4300:σ 4269:∏ 4262:σ 4256:⁡ 4233:∈ 4230:σ 4226:∑ 4166:σ 4152:⋯ 4138:σ 4121:σ 4115:⁡ 4097:∈ 4094:σ 4090:∑ 4059:… 4036:⋮ 4032:⋮ 4009:… 3913:… 3890:⋮ 3886:⋮ 3863:… 3805:− 3759:σ 3736:σ 3730:⁡ 3667:σ 3661:… 3646:σ 3631:σ 3611:σ 3579:… 3533:× 3422:− 3410:− 3398:− 3209:⋯ 3166:⋮ 3161:⋱ 3156:⋮ 3151:⋮ 3126:⋯ 3065:⋯ 2918:⋯ 2875:⋮ 2870:⋱ 2865:⋮ 2860:⋮ 2835:⋯ 2774:⋯ 2709:rows and 2616:± 2561:∀ 2552:≤ 2539:≤ 2533:∣ 2505:⋯ 2431:… 2310:⋮ 2278:… 2241:⋮ 2179:⋮ 2109:⋯ 2025:) is the 1920:− 1882:⋅ 1861:− 1843:θ 1814:⊥ 1797:θ 1449:⋅ 1431:− 1404:− 1373:⋅ 1355:⋅ 1184:− 1062:− 935:× 901:− 889:⋅ 880:− 868:− 862:⋅ 838:− 795:− 732:− 399:factorial 333:− 321:− 309:− 171:− 28080:Category 28019:Subspace 28014:Quotient 27965:Bivector 27879:Bilinear 27821:Matrices 27696:Glossary 27623:Archived 27536:citation 27522:(1772), 27487:(1841), 27069:(1998), 27010:(2009), 26944:Archived 26847:: 1–16, 26744:archived 26740:62780452 26711:(1990), 26698:archived 26648:Springer 26642:(2015). 26575:, §1.1, 26106:, §III.5 26102:, §5.2, 26090:, §III.8 25997:, §VII.3 25541:41879675 25473:, §0.8.7 25376:16 March 25353:Archived 25331:, §VII.1 25267:See also 25238:, where 24946:, where 24308:of order 24158:and the 23965:Pfaffian 23670:that is 23647:For any 23603:immanant 22256:Given a 21445: : 21026:vertices 20843:-matrix 20545:rotation 20470:sequence 20209:′ 20180:′ 20156:′ 19001:Hessians 18973:Glaisher 18945:Lebesgue 18916:Jacobian 18851:Lagrange 17759:adjugate 14934:between 14021:and the 11535:are the 11059:), then 8339:cofactor 7680:subgroup 5485:(for an 5428:, i.e., 5400:-matrix 4874:, where 4695:-matrix 3518:matrices 1970:bivector 1846:′ 1725:θ′ 1286:′ 1269:′ 1200:′ 1177:′ 1146:′ 1123:′ 553:and the 547:calculus 541:and the 515:geometry 44:function 42:-valued 27691:Outline 27456:1104435 27402:, Paris 27390:3363427 27295:1911585 27232:Algebra 27159:0019078 27000:2347309 26911:2104048 26903:4145188 26694:2004533 26048:, §11.4 26009:, §IV.8 25729:Bibcode 25533:3620776 24407:or the 24142:with a 23609:of the 21417:and an 20672:is any 20498:product 20004:), the 19878:spanned 18965:Catalan 18873:quantic 18821:Leibniz 18810:Cardano 18794:History 16684:, ..., 16656:, ..., 14509:is the 14177:product 14167:occurs 14073:complex 12036:and of 11660:matrix 11027:(i.e., 11025:commute 6246:Example 6021:, i.e. 5991:another 5511:matrix 4981:of two 2673:. This 2385:to the 2143:, then 2055:matrix 577:matrix 25:Epitope 27975:Tensor 27787:Kernel 27717:Vector 27712:Scalar 27511:  27474:  27454:  27444:  27388:  27378:  27360:  27323:  27293:  27283:  27238:  27220:  27202:  27183:  27138:  27103:  27083:  27056:  27038:  27020:  26998:  26988:  26962:  26909:  26901:  26829:  26819:  26762:  26738:  26692:  26654:  26542:  26498:, §1.1 26422:  25900:, §5.2 25885:  25776:, §6.6 25747:  25584:  25539:  25531:  25416:, §4.7 24403:, the 24105:factor 23206:define 22753:of an 22068:. For 21225:. For 20986:volume 20927:volume 20677:subset 20637:, and 20000:times 19215:where 18957:Hankel 18934:Cayley 18902:Cauchy 18847:minors 18583:where 18273:using 17725:where 17365:Also, 17021:where 16088:  16064:  16061:  15959:  15956:  15953:  15911:= (−1) 15817:  15543:  15329:, and 14489:Here, 14045:be an 11517:where 8486:th row 8134:minors 6407:Matrix 4894:is an 4394:tuples 4195:Using 3481:gives 3437:  2588:signed 2558:  2042:If an 1979:(0, 0) 1723:| cos 1696:cosine 1681:| sin 1580:, and 1546:(0, 0) 523:volume 79:| 73:| 40:scalar 34:, the 27844:Minor 27829:Block 27767:Basis 27509:S2CID 27302:(PDF) 27263:(PDF) 26947:(PDF) 26922:(PDF) 26899:JSTOR 26881:arXiv 26849:arXiv 26747:(PDF) 26736:S2CID 26716:(PDF) 26701:(PDF) 26690:JSTOR 26670:(PDF) 26553:(PDF) 26524:(PDF) 26466:arXiv 25745:S2CID 25613:arXiv 25582:S2CID 25564:arXiv 25537:S2CID 25529:JSTOR 25401:10–17 25317:Notes 25074:2.376 24553:of a 24411:(for 24115:on a 23971:of a 23959:of a 23531:with 21933:field 21864:basis 20541:3 × 3 20537:2 × 2 20482:basis 19875:plane 19732:, or 19005:Trudi 18991:) by 18949:Hesse 18880:Binet 18871:of a 18861:Gauss 17210:> 16496:) as 14984:trace 14978:Trace 14579:roots 13644:with 11402:, an 11388:, an 10496:is a 10476:when 9830:, is 9353:) x ( 9336:terms 7944:is a 7776:from 7486:field 7441:when 6017:is a 5980:other 3600:is a 3505:3 × 3 3286:3 × 3 2705:with 2701:be a 2677:that 2675:means 2383:-cube 2015:) ∧ ( 575:2 × 2 549:with 525:of a 513:. In 497:in a 480:basis 474:of a 397:(the 197:3 × 3 113:2 × 2 87:basis 71:, or 38:is a 27999:Dual 27854:Rank 27542:link 27497:1841 27472:ISBN 27442:ISBN 27376:ISBN 27358:ISBN 27321:ISBN 27281:ISBN 27236:ISBN 27218:ISBN 27200:ISBN 27181:ISBN 27136:ISBN 27101:ISBN 27081:ISBN 27054:ISBN 27036:ISBN 27018:ISBN 26986:ISBN 26960:ISBN 26827:OCLC 26817:ISBN 26760:ISBN 26652:ISBN 26540:ISBN 26420:ISBN 25841:2012 25378:2018 25242:and 24999:> 24656:and 23991:The 23911:norm 23909:the 23542:< 22860:-th 22799:rank 22612:and 21638:and 20531:(if 20484:for 20452:root 18995:and 18989:Muir 17217:det( 17205:for 16665:and 16488:= −( 15889:cf. 14982:The 14954:and 13952:and 13752:and 13664:and 12326:and 12086:and 11973:and 11930:and 11545:and 11526:and 11416:and 11252:and 11206:and 11180:For 11004:and 10982:same 9800:and 9365:The 9278:The 9219:< 8086:The 7289:and 6812:add 6094:< 6068:> 5973:sign 4988:and 4332:The 3498:The 3483:dbi, 3456:has 3280:The 2697:Let 2685:nor 2683:onto 2053:real 1993:and 1703:= (− 1692:sine 1656:and 1622:area 66:det 58:det( 27501:doi 27426:doi 27350:doi 27271:doi 26978:doi 26934:doi 26891:doi 26877:111 26859:doi 26798:hdl 26788:doi 26728:doi 26682:doi 26602:doi 26598:429 26532:doi 25883:JFM 25737:doi 25725:344 25646:doi 25574:doi 25560:512 25521:doi 25253:of 24826:det 24811:det 24793:det 24378:det 24211:). 24174:on 24146:of 24132:≥ 2 24049:log 24031:exp 24010:det 23805:det 23754:Mat 23705:det 23577:sgn 23497:or 23337:det 23261:): 23120:As 22893:of 22664:det 22474:det 22437:det 22048:in 21988:Mat 21943:det 21866:in 21783:det 21768:det 21746:det 21734:det 21719:det 21707:det 21685:det 21670:det 21548:det 21424:of 21221:of 21091:det 20956:det 20721:det 20539:or 20512:in 20472:of 19756:det 19647:det 19625:adj 19607:adj 19537:det 19425:det 19335:det 19313:det 19154:det 19133:det 19081:det 18963:by 18742:det 18694:det 18646:det 18444:det 18314:det 18189:det 18138:adj 18114:det 18090:det 18021:det 17993:adj 17957:det 17844:det 17818:det 17761:of 17733:adj 17670:adj 17633:det 17586:to 17415:det 17296:det 17290:log 17197:in 16855:det 16670:= ( 16642:= ( 16507:det 16475:of 16403:≥ 0 16117:det 15907:det 15612:det 15456:det 15351:det 15334:= 4 15327:= 3 15320:= 2 15273:exp 15258:det 15210:exp 15191:of 15175:of 15167:of 15123:exp 15117:det 15108:log 15036:exp 15015:exp 15009:det 14986:tr( 14653:is 14450:det 14190:det 13975:det 13960:det 13858:det 13833:det 13794:det 13121:det 13106:det 13054:det 12546:det 12531:det 12510:det 12425:det 12399:det 12367:det 12253:det 12238:det 12217:det 12177:det 12156:det 12141:det 12114:det 12040:. 12002:Sum 11876:adj 11857:det 11816:det 11804:det 11780:det 11709:det 11697:det 11673:det 11585:det 11468:det 11431:det 11343:det 11325:det 11283:det 11112:det 11070:det 10920:det 10908:det 10817:det 10805:det 10774:det 10744:det 10661:det 10618:det 10606:det 10560:det 10424:det 10363:det 10351:det 10260:det 10248:det 10217:det 10187:det 10104:det 10061:det 10049:det 10003:det 9984:is 9964:If 9910:det 9895:det 9883:det 9841:det 9625:adj 9616:det 9548:adj 9533:adj 9515:det 9414:adj 9376:adj 9355:n−k 9351:n−k 8787:det 8372:det 7948:of 7558:det 7537:det 7504:det 7488:is 7426:det 7354:det 7342:det 7324:det 7214:det 7188:det 7153:of 7130:54. 6117:det 5997:If 5464:det 5436:det 4845:det 4453:det 4434:as 4253:sgn 4210:det 4112:sgn 3970:det 3771:is 3727:sgn 3477:to 3471:bdi 3454:bdi 2620:vol 2601:det 1838:cos 1793:sin 1719:| | 1677:| | 1661:≡ ( 1646:≡ ( 1628:). 904:19. 767:det 645:det 632:det 561:in 442:is 401:of 101:. 30:In 28097:: 27607:, 27601:, 27597:, 27581:. 27566:, 27560:, 27538:}} 27534:{{ 27526:, 27507:, 27495:, 27491:, 27470:, 27452:MR 27450:, 27411:, 27386:MR 27384:, 27356:, 27291:MR 27289:, 27279:, 27265:, 27179:. 27167:; 27156:MR 26996:MR 26994:, 26984:, 26942:. 26930:10 26928:. 26924:. 26907:MR 26905:, 26897:, 26889:, 26875:, 26857:, 26845:54 26843:, 26825:, 26796:. 26784:28 26782:. 26776:. 26742:, 26734:, 26724:25 26722:, 26718:, 26696:, 26688:, 26678:22 26676:, 26672:, 26650:. 26596:. 26592:. 26538:. 26526:. 26135:: 26131:, 25881:. 25796:^ 25743:. 25735:. 25723:. 25675:. 25642:27 25640:. 25636:. 25580:. 25572:. 25558:. 25535:. 25527:. 25517:84 25515:. 25511:. 25428:, 25369:. 25351:. 25235:uv 25233:+ 25213:. 24489:. 24095:. 24040:tr 23794:, 23557:. 22671:GL 22653:, 22594:GL 22350:GL 22325:GL 22300:GL 22245:. 22118:GL 22100:. 21878:. 21656:BX 21651:= 21610:. 21449:→ 21289:× 21065:, 20454:. 19736:. 19730:QR 19728:, 19726:LU 19106:: 18971:, 18967:, 18959:; 18947:, 18895:= 18418:SL 18344:tr 18201:tr 18129:tr 17856:tr 17659:tr 17616:: 17539:. 17482:tr 17452:tr 17382:tr 17349:= 17311:tr 17252:tr 17227:. 17223:sA 17221:+ 17142:tr 16970:tr 16774:tr 16677:, 16649:, 16342:tr 16037:tr 15905:, 15841:tr 15820:tr 15793:tr 15752:tr 15714:tr 15684:tr 15652:tr 15636:24 15576:tr 15546:tr 15528:tr 15496:tr 15420:tr 15391:tr 15322:, 15282:tr 15090:tr 15079:, 15045:tr 14998:, 14974:. 14682::= 14649:A 14634:0. 14414:. 14291:. 14004:. 13922:tr 13693:tr 13548::= 13462:tr 13445:tr 13431:tr 13399:22 13389:22 13376:12 13366:21 13353:21 13343:12 13330:11 13320:11 13301:22 13288:11 13272:22 13259:11 13220:21 13210:12 13197:21 13187:12 13174:22 13164:11 13151:22 13141:11 13006:21 12996:12 12983:21 12973:12 12960:21 12950:12 12937:21 12927:12 12914:22 12904:11 12891:22 12881:11 12868:22 12858:11 12845:22 12835:11 12796:21 12783:21 12767:12 12754:12 12735:22 12722:22 12706:11 12693:11 12593:tr 12576:tr 12562:tr 12465:. 12066:, 11664:, 11655:× 11550:× 11540:× 11407:× 11393:× 9774:, 9748:, 9583:: 9342:x 9290:x 8083:. 8026:SL 7999:GL 7957:GL 7914:SL 7871:SL 7785:GL 7769:. 7719:GL 7694:SL 7648:GL 7244:× 7177:: 7100:18 6825:13 6718:18 6643:13 6553:13 6147:22 6137:11 5531:). 5356:0. 4440:n- 3808:1. 3514:× 3479:db 3475:bd 2999:. 2047:× 2039:. 2036:bc 2034:− 2032:ad 2019:, 2011:, 1999:, 1987:, 1739:bc 1737:− 1735:ad 1707:, 1665:, 1650:, 1638:bc 1636:− 1634:ad 1602:bc 1600:− 1598:ad 1586:, 1574:+ 1570:, 1566:+ 1560:, 1554:, 1548:, 1074:0. 565:. 490:. 451:−1 429:× 365:× 64:, 27672:e 27665:t 27658:v 27587:. 27544:) 27503:: 27428:: 27413:2 27352:: 27273:: 27244:. 27189:. 27077:5 26980:: 26936:: 26893:: 26883:: 26861:: 26851:: 26806:. 26800:: 26790:: 26730:: 26684:: 26660:. 26610:. 26604:: 26562:. 26534:: 26474:. 26468:: 26428:. 26386:, 26383:a 26380:b 26377:= 26372:| 26366:1 26361:0 26354:0 26349:1 26343:| 26338:a 26335:b 26332:= 26327:| 26321:1 26316:0 26309:0 26304:a 26298:| 26293:b 26290:= 26285:| 26279:b 26274:0 26267:0 26262:a 26256:| 26251:= 26239:| 26233:b 26228:0 26221:0 26216:1 26210:| 26205:a 26202:= 26197:| 26191:1 26186:0 26179:0 26174:1 26168:| 26163:b 26160:a 26157:= 26150:b 26147:a 26133:b 26129:a 26078:. 25843:. 25751:. 25739:: 25731:: 25679:. 25673:" 25670:n 25654:. 25648:: 25621:. 25615:: 25588:. 25576:: 25566:: 25543:. 25523:: 25403:. 25380:. 25244:v 25240:u 25231:A 25222:A 25218:A 25201:n 25177:) 25172:3 25168:n 25164:( 25158:O 25126:) 25121:4 25117:n 25113:( 25107:O 25079:) 25070:n 25066:( 25060:O 25040:) 25037:) 25034:n 25031:( 25028:M 25025:( 25022:O 25002:2 24996:a 24974:a 24970:n 24963:) 24960:n 24957:( 24954:M 24934:) 24931:n 24928:( 24925:M 24905:n 24885:) 24880:3 24876:n 24872:( 24866:O 24838:. 24835:) 24832:U 24829:( 24820:) 24817:L 24814:( 24805:= 24802:) 24799:A 24796:( 24770:A 24750:1 24727:1 24724:+ 24684:P 24664:U 24644:L 24624:U 24604:L 24584:1 24564:P 24538:. 24535:U 24532:L 24529:P 24526:= 24523:A 24500:A 24477:) 24474:! 24471:n 24468:( 24462:O 24442:) 24437:3 24433:n 24429:( 24423:O 24387:) 24384:A 24381:( 24353:1 24320:! 24317:n 24294:n 24288:n 24265:n 24257:( 24245:! 24242:n 24207:- 24193:2 24188:Z 24164:q 24152:R 24148:R 24130:n 24076:. 24073:) 24070:) 24067:) 24064:A 24061:+ 24058:I 24055:( 24046:( 24037:( 24028:= 24025:) 24022:A 24019:+ 24016:I 24013:( 23947:F 23941:L 23938:: 23933:F 23929:/ 23925:L 23921:N 23905:, 23891:2 23887:d 23883:+ 23878:2 23874:c 23870:+ 23865:2 23861:b 23857:+ 23852:2 23848:a 23844:= 23841:) 23838:d 23835:k 23832:+ 23829:c 23826:j 23823:+ 23820:b 23817:i 23814:+ 23811:a 23808:( 23778:) 23775:F 23772:( 23764:n 23758:n 23750:= 23747:A 23720:. 23717:F 23711:A 23708:: 23682:F 23658:A 23625:n 23621:S 23589:) 23583:( 23545:n 23539:k 23519:V 23514:k 23481:V 23461:V 23456:n 23429:n 23425:R 23404:n 23381:. 23376:n 23372:v 23357:1 23353:v 23346:) 23343:T 23340:( 23334:= 23330:) 23324:n 23320:v 23305:1 23301:v 23296:( 23291:) 23287:T 23282:n 23273:( 23249:V 23241:i 23237:v 23216:R 23188:R 23168:T 23163:n 23138:V 23133:n 23101:. 23096:n 23092:v 23088:T 23074:2 23070:v 23066:T 23058:1 23054:v 23050:T 23038:n 23034:v 23019:2 23015:v 23006:1 23002:v 22994:V 22989:n 22974:V 22969:n 22961:: 22958:T 22953:n 22921:T 22901:V 22881:V 22876:n 22848:n 22828:R 22808:n 22781:V 22761:n 22741:V 22735:V 22732:: 22729:T 22695:. 22690:m 22685:G 22675:n 22667:: 22627:) 22620:( 22598:n 22561:m 22541:m 22511:) 22508:) 22505:) 22500:j 22497:, 22494:i 22490:a 22486:( 22483:f 22480:( 22477:( 22471:= 22468:) 22465:) 22462:) 22457:j 22454:, 22451:i 22447:a 22443:( 22440:( 22434:( 22431:f 22408:f 22388:R 22368:) 22365:S 22362:( 22354:n 22343:) 22340:R 22337:( 22329:n 22321:: 22318:) 22315:f 22312:( 22304:n 22279:S 22273:R 22270:: 22267:f 22229:R 22205:R 22185:n 22179:n 22152:, 22143:R 22136:) 22133:R 22130:( 22122:n 22083:Z 22079:= 22076:R 22056:R 22032:R 22012:) 22009:R 22006:( 21998:n 21992:n 21981:A 21958:1 21955:= 21952:) 21949:I 21946:( 21918:Z 21897:R 21876:T 21872:V 21868:V 21860:V 21840:V 21834:V 21831:: 21828:T 21795:. 21792:) 21789:B 21786:( 21780:= 21777:) 21774:X 21771:( 21763:1 21756:) 21752:X 21749:( 21743:) 21740:B 21737:( 21731:= 21728:) 21725:X 21722:( 21716:) 21713:B 21710:( 21702:1 21695:) 21691:X 21688:( 21682:= 21679:) 21676:A 21673:( 21653:X 21649:A 21644:X 21640:B 21636:A 21591:. 21587:u 21583:d 21578:| 21574:) 21570:u 21566:( 21563:) 21560:f 21554:D 21551:( 21544:| 21540:) 21537:) 21533:u 21529:( 21526:f 21523:( 21515:U 21507:= 21503:v 21499:d 21495:) 21491:v 21487:( 21479:) 21476:U 21473:( 21470:f 21451:R 21447:R 21443:φ 21438:U 21436:( 21434:f 21430:f 21426:R 21422:U 21415:f 21390:. 21385:n 21379:j 21376:, 21373:i 21367:1 21362:) 21354:j 21350:x 21339:i 21335:f 21325:( 21320:= 21317:) 21314:f 21311:( 21308:D 21291:n 21287:n 21269:, 21264:n 21259:R 21249:n 21244:R 21239:: 21236:f 21223:f 21194:2 21189:R 21179:2 21174:R 21166:f 21134:| 21130:) 21127:d 21121:c 21118:, 21115:c 21109:b 21106:, 21103:b 21097:a 21094:( 21087:| 21078:6 21075:1 21053:d 21050:, 21047:c 21044:, 21041:b 21038:, 21035:a 21001:. 20998:) 20995:S 20992:( 20980:) 20976:A 20970:T 20965:A 20960:( 20951:= 20948:) 20945:) 20942:S 20939:( 20936:f 20933:( 20904:) 20901:S 20898:( 20895:f 20883:- 20871:n 20851:A 20831:n 20825:m 20803:m 20798:R 20788:n 20783:R 20778:: 20775:f 20755:S 20734:| 20730:) 20727:A 20724:( 20717:| 20696:) 20693:S 20690:( 20687:f 20658:n 20653:R 20645:S 20625:A 20603:n 20598:R 20588:n 20583:R 20578:: 20575:f 20549:A 20533:A 20525:A 20521:A 20506:R 20486:R 20478:R 20474:n 20422:1 20416:n 20396:x 20373:. 20368:| 20362:) 20359:x 20356:( 20351:) 20348:1 20342:n 20339:( 20334:n 20330:f 20319:) 20316:x 20313:( 20308:) 20305:1 20299:n 20296:( 20291:2 20287:f 20281:) 20278:x 20275:( 20270:) 20267:1 20261:n 20258:( 20253:1 20249:f 20219:) 20216:x 20213:( 20205:n 20201:f 20190:) 20187:x 20184:( 20176:2 20172:f 20166:) 20163:x 20160:( 20152:1 20148:f 20140:) 20137:x 20134:( 20129:n 20125:f 20114:) 20111:x 20108:( 20103:2 20099:f 20093:) 20090:x 20087:( 20082:1 20078:f 20071:| 20066:= 20063:) 20060:x 20057:( 20054:) 20049:n 20045:f 20041:, 20035:, 20030:1 20026:f 20022:( 20019:W 19988:1 19982:n 19962:) 19959:x 19956:( 19951:n 19947:f 19943:, 19937:, 19934:) 19931:x 19928:( 19923:1 19919:f 19894:3 19888:3 19859:3 19855:v 19832:3 19827:R 19817:2 19813:v 19809:, 19804:1 19800:v 19779:A 19759:A 19712:) 19707:3 19703:n 19699:( 19693:O 19670:. 19665:n 19661:I 19656:) 19653:A 19650:( 19644:= 19641:A 19637:) 19634:A 19631:( 19622:= 19619:) 19616:A 19613:( 19603:A 19590:A 19574:j 19570:a 19546:) 19543:A 19540:( 19532:i 19528:x 19524:= 19519:] 19511:n 19507:a 19494:1 19491:+ 19488:i 19484:a 19476:j 19472:a 19464:1 19458:i 19454:a 19441:1 19437:a 19430:[ 19420:j 19416:x 19410:n 19405:1 19402:= 19399:j 19391:= 19386:] 19378:n 19374:a 19363:b 19351:1 19347:a 19340:[ 19332:= 19329:) 19324:i 19320:A 19316:( 19290:b 19270:A 19250:i 19228:i 19224:A 19200:n 19197:, 19191:, 19188:3 19185:, 19182:2 19179:, 19176:1 19173:= 19170:i 19163:) 19160:A 19157:( 19149:) 19144:i 19140:A 19136:( 19127:= 19122:i 19118:x 19090:) 19087:A 19084:( 19061:x 19041:b 19038:= 19035:x 19032:A 18897:n 18893:m 18888:n 18884:m 18774:. 18770:b 18762:a 18758:= 18751:) 18748:A 18745:( 18736:c 18722:a 18714:c 18710:= 18703:) 18700:A 18697:( 18688:b 18674:c 18666:b 18662:= 18655:) 18652:A 18649:( 18640:a 18603:c 18600:, 18597:b 18594:, 18591:a 18569:] 18563:c 18558:b 18553:a 18547:[ 18542:= 18539:A 18519:3 18513:3 18488:n 18482:l 18479:s 18453:1 18450:= 18447:A 18422:n 18386:. 18382:) 18377:2 18369:( 18365:O 18362:+ 18356:) 18353:X 18350:( 18341:+ 18338:1 18335:= 18332:) 18329:X 18323:+ 18320:I 18317:( 18291:I 18288:= 18285:A 18269:, 18256:) 18251:2 18243:( 18239:O 18236:+ 18229:) 18225:X 18220:1 18213:A 18208:( 18198:) 18195:A 18192:( 18186:= 18182:) 18177:2 18169:( 18165:O 18162:+ 18156:) 18153:X 18150:) 18147:A 18144:( 18135:( 18126:= 18123:) 18120:A 18117:( 18108:) 18105:X 18099:+ 18096:A 18093:( 18064:. 18059:i 18056:j 18051:) 18046:1 18039:A 18035:( 18030:) 18027:A 18024:( 18018:= 18013:i 18010:j 18006:) 18002:A 17999:( 17990:= 17982:j 17979:i 17975:A 17966:) 17963:A 17960:( 17928:A 17905:. 17901:) 17891:d 17886:A 17883:d 17875:1 17868:A 17863:( 17853:) 17850:A 17847:( 17841:= 17832:d 17827:) 17824:A 17821:( 17815:d 17789:A 17769:A 17745:) 17742:A 17739:( 17710:. 17706:) 17696:d 17691:A 17688:d 17682:) 17679:A 17676:( 17666:( 17656:= 17647:d 17642:) 17639:A 17636:( 17630:d 17595:R 17572:n 17566:n 17561:R 17508:. 17502:) 17497:2 17493:A 17489:( 17477:n 17474:1 17464:) 17461:A 17458:( 17447:n 17444:1 17433:n 17430:1 17425:) 17421:A 17418:( 17405:) 17400:1 17393:A 17389:( 17378:n 17351:I 17347:A 17329:) 17326:I 17320:A 17317:( 17305:) 17302:A 17299:( 17283:) 17277:1 17270:A 17263:I 17259:( 17238:A 17225:) 17219:I 17212:n 17208:m 17203:s 17199:s 17178:, 17172:k 17167:) 17162:) 17157:j 17153:A 17149:( 17137:j 17131:j 17127:s 17121:j 17117:) 17113:1 17107:( 17094:1 17091:= 17088:j 17076:( 17068:! 17065:k 17061:1 17049:0 17046:= 17043:k 17024:I 17006:, 17000:k 16995:) 16990:) 16985:j 16981:A 16977:( 16965:j 16959:j 16955:) 16951:1 16945:( 16932:1 16929:= 16926:j 16914:( 16906:! 16903:k 16899:1 16887:0 16884:= 16881:k 16873:= 16870:) 16867:A 16864:+ 16861:I 16858:( 16842:A 16834:n 16817:. 16812:I 16807:I 16803:A 16797:I 16789:= 16786:) 16783:A 16780:( 16771:, 16766:K 16761:J 16757:B 16751:I 16746:K 16742:A 16736:K 16728:= 16723:I 16718:J 16714:) 16710:B 16707:A 16704:( 16691:) 16688:r 16686:j 16682:2 16679:j 16675:1 16672:j 16668:J 16663:) 16660:r 16658:i 16654:2 16651:i 16647:1 16644:i 16640:I 16633:J 16631:A 16613:. 16610:) 16605:n 16601:s 16597:, 16591:, 16586:2 16582:s 16578:, 16573:1 16569:s 16565:( 16560:n 16556:B 16549:! 16546:n 16539:n 16535:) 16531:1 16525:( 16519:= 16516:) 16513:A 16510:( 16494:A 16490:l 16485:l 16481:s 16477:n 16456:. 16453:n 16450:= 16445:l 16441:k 16437:l 16432:n 16427:1 16424:= 16421:l 16400:l 16398:k 16380:, 16373:l 16369:k 16363:) 16358:l 16354:A 16350:( 16336:! 16331:l 16327:k 16319:l 16315:k 16310:l 16302:1 16299:+ 16294:l 16290:k 16285:) 16281:1 16275:( 16267:n 16262:1 16259:= 16256:l 16243:n 16240:= 16235:n 16231:k 16227:n 16224:+ 16218:+ 16213:2 16209:k 16205:2 16202:+ 16197:1 16193:k 16185:0 16177:n 16173:k 16169:, 16163:, 16158:2 16154:k 16150:, 16145:1 16141:k 16129:= 16126:) 16123:A 16120:( 16091:. 16085:) 16082:n 16076:m 16070:1 16067:( 16057:) 16052:k 16048:A 16044:( 16032:k 16029:+ 16026:m 16020:n 16016:c 16010:m 16005:1 16002:= 15999:k 15989:m 15986:1 15978:= 15973:m 15967:n 15963:c 15950:; 15947:1 15944:= 15939:n 15935:c 15916:0 15913:c 15909:A 15903:n 15870:. 15866:) 15861:) 15856:4 15852:A 15848:( 15838:6 15832:) 15829:A 15826:( 15813:) 15808:3 15804:A 15800:( 15790:8 15787:+ 15782:2 15777:) 15772:) 15767:2 15763:A 15759:( 15748:( 15743:3 15740:+ 15735:2 15730:) 15726:) 15723:A 15720:( 15710:( 15704:) 15699:2 15695:A 15691:( 15681:6 15673:4 15668:) 15664:) 15661:A 15658:( 15648:( 15642:( 15633:1 15628:= 15621:) 15618:A 15615:( 15605:, 15601:) 15596:) 15591:3 15587:A 15583:( 15573:2 15570:+ 15566:) 15561:2 15557:A 15553:( 15540:) 15537:A 15534:( 15525:3 15517:3 15512:) 15508:) 15505:A 15502:( 15492:( 15486:( 15480:6 15477:1 15472:= 15465:) 15462:A 15459:( 15449:, 15445:) 15440:) 15435:2 15431:A 15427:( 15412:2 15407:) 15403:) 15400:A 15397:( 15387:( 15381:( 15375:2 15372:1 15367:= 15360:) 15357:A 15354:( 15332:n 15325:n 15318:n 15300:. 15297:) 15294:) 15291:L 15288:( 15279:( 15270:= 15267:) 15264:A 15261:( 15245:A 15228:A 15225:= 15222:) 15219:L 15216:( 15197:L 15193:A 15185:A 15181:λ 15177:A 15173:λ 15169:A 15161:A 15144:. 15141:) 15138:) 15135:) 15132:A 15129:( 15120:( 15114:( 15105:= 15102:) 15099:A 15096:( 15077:A 15060:) 15057:) 15054:A 15051:( 15042:( 15033:= 15030:) 15027:) 15024:A 15021:( 15012:( 14996:A 14992:A 14988:A 14962:n 14942:1 14922:k 14897:] 14889:k 14886:, 14883:k 14879:a 14866:2 14863:, 14860:k 14856:a 14848:1 14845:, 14842:k 14838:a 14806:k 14803:, 14800:2 14796:a 14783:2 14780:, 14777:2 14773:a 14765:1 14762:, 14759:2 14755:a 14745:k 14742:, 14739:1 14735:a 14722:2 14719:, 14716:1 14712:a 14704:1 14701:, 14698:1 14694:a 14687:[ 14677:k 14673:A 14631:= 14628:) 14622:( 14617:A 14565:A 14541:A 14521:I 14497:t 14474:. 14471:) 14468:A 14462:I 14456:t 14453:( 14447:= 14444:) 14441:t 14438:( 14433:A 14402:A 14382:0 14362:A 14342:A 14322:0 14302:A 14272:. 14267:n 14254:2 14244:1 14236:= 14231:i 14221:n 14216:1 14213:= 14210:i 14202:= 14199:) 14196:A 14193:( 14173:A 14169:μ 14165:μ 14146:n 14138:, 14132:, 14127:2 14119:, 14114:1 14097:n 14083:A 14059:n 14053:n 14033:A 13992:1 13989:= 13986:) 13982:i 13978:( 13972:= 13969:) 13966:I 13963:( 13940:0 13937:= 13934:) 13930:i 13926:( 13898:. 13893:2 13889:b 13885:+ 13880:2 13876:a 13872:= 13869:) 13865:i 13861:( 13853:2 13849:b 13845:+ 13842:) 13839:I 13836:( 13828:2 13824:a 13820:= 13817:) 13813:i 13809:b 13806:+ 13803:I 13800:a 13797:( 13770:i 13766:b 13763:= 13760:B 13740:I 13737:a 13734:= 13731:A 13711:0 13708:= 13705:) 13701:i 13697:( 13672:b 13652:a 13630:) 13624:0 13619:1 13612:1 13604:0 13598:( 13593:b 13590:+ 13585:) 13579:1 13574:0 13567:0 13562:1 13556:( 13551:a 13544:i 13540:b 13537:+ 13534:I 13531:a 13511:2 13505:2 13478:. 13475:) 13472:B 13469:A 13466:( 13455:) 13452:B 13449:( 13441:) 13438:A 13435:( 13404:) 13395:B 13385:A 13381:+ 13372:B 13362:A 13358:+ 13349:B 13339:A 13335:+ 13326:B 13316:A 13312:( 13306:) 13297:B 13293:+ 13284:B 13280:( 13277:) 13268:A 13264:+ 13255:A 13251:( 13225:. 13216:A 13206:B 13193:B 13183:A 13170:A 13160:B 13156:+ 13147:B 13137:A 13133:+ 13130:) 13127:B 13124:( 13118:+ 13115:) 13112:A 13109:( 13083:B 13063:) 13060:A 13057:( 13034:A 13011:. 13002:B 12992:B 12979:B 12969:A 12956:A 12946:B 12933:A 12923:A 12910:B 12900:B 12896:+ 12887:B 12877:A 12873:+ 12864:A 12854:B 12850:+ 12841:A 12831:A 12804:. 12801:) 12792:B 12788:+ 12779:A 12775:( 12772:) 12763:B 12759:+ 12750:A 12746:( 12740:) 12731:B 12727:+ 12718:A 12714:( 12711:) 12702:B 12698:+ 12689:A 12685:( 12660:j 12657:i 12653:B 12649:, 12644:j 12641:i 12637:A 12609:. 12606:) 12603:B 12600:A 12597:( 12586:) 12583:B 12580:( 12572:) 12569:A 12566:( 12558:+ 12555:) 12552:B 12549:( 12543:+ 12540:) 12537:A 12534:( 12528:= 12525:) 12522:B 12519:+ 12516:A 12513:( 12487:2 12481:2 12459:n 12445:, 12439:n 12434:) 12431:B 12428:( 12419:+ 12413:n 12408:) 12405:A 12402:( 12387:n 12382:) 12379:B 12376:+ 12373:A 12370:( 12344:n 12338:n 12328:B 12324:A 12310:n 12304:n 12286:n 12266:. 12262:) 12259:B 12256:( 12250:+ 12247:) 12244:A 12241:( 12232:) 12229:B 12226:+ 12223:A 12220:( 12196:, 12192:) 12189:C 12186:+ 12183:B 12180:( 12174:+ 12171:) 12168:C 12165:+ 12162:A 12159:( 12150:) 12147:C 12144:( 12138:+ 12135:) 12132:C 12129:+ 12126:B 12123:+ 12120:A 12117:( 12094:C 12074:B 12054:A 12038:B 12034:A 12020:B 12017:+ 12014:A 11984:A 11981:B 11961:B 11958:A 11938:B 11918:A 11895:. 11892:c 11888:) 11885:X 11882:( 11872:r 11869:+ 11866:) 11863:X 11860:( 11854:= 11850:) 11846:c 11841:1 11834:X 11830:r 11827:+ 11824:1 11820:( 11813:) 11810:X 11807:( 11801:= 11798:) 11795:r 11792:c 11789:+ 11786:X 11783:( 11756:, 11752:) 11748:A 11743:1 11736:X 11732:B 11729:+ 11723:n 11718:I 11713:( 11706:) 11703:X 11700:( 11694:= 11691:) 11688:B 11685:A 11682:+ 11679:X 11676:( 11662:X 11657:m 11653:m 11634:. 11631:c 11628:r 11625:+ 11622:1 11619:= 11615:) 11611:r 11608:c 11605:+ 11599:m 11594:I 11589:( 11573:m 11569:r 11565:c 11552:n 11548:n 11542:m 11538:m 11532:n 11528:I 11523:m 11519:I 11502:, 11498:) 11494:A 11491:B 11488:+ 11482:n 11477:I 11472:( 11465:= 11461:) 11457:B 11454:A 11451:+ 11445:m 11440:I 11435:( 11418:B 11414:A 11409:m 11405:n 11400:B 11395:n 11391:m 11386:A 11361:. 11358:) 11355:B 11352:+ 11349:A 11346:( 11340:) 11337:B 11331:A 11328:( 11322:= 11317:) 11311:A 11306:B 11299:B 11294:A 11288:( 11260:B 11240:A 11220:C 11217:= 11214:B 11194:D 11191:= 11188:A 11165:2 11159:2 11136:. 11133:) 11130:C 11127:B 11121:D 11118:A 11115:( 11109:= 11104:) 11098:D 11093:C 11086:B 11081:A 11075:( 11047:C 11044:D 11041:= 11038:D 11035:C 11012:D 10992:C 10954:. 10951:) 10948:C 10943:1 10936:D 10932:B 10926:A 10923:( 10917:) 10914:D 10911:( 10905:= 10893:) 10885:n 10881:I 10875:0 10866:1 10859:D 10855:B 10850:C 10845:1 10838:D 10834:B 10828:A 10822:( 10814:) 10811:D 10808:( 10802:= 10788:1 10781:) 10777:D 10771:( 10767:= 10763:) 10758:1 10751:D 10747:( 10740:= 10728:) 10720:1 10713:D 10707:C 10702:1 10695:D 10684:0 10677:m 10673:I 10666:( 10652:) 10646:D 10641:C 10634:B 10629:A 10623:( 10615:) 10612:D 10609:( 10603:= 10594:) 10588:D 10583:C 10576:B 10571:A 10565:( 10533:D 10510:1 10504:1 10484:D 10464:) 10461:B 10456:1 10449:A 10445:C 10439:D 10436:( 10433:) 10430:A 10427:( 10397:, 10394:) 10391:B 10386:1 10379:A 10375:C 10369:D 10366:( 10360:) 10357:A 10354:( 10348:= 10336:) 10330:B 10325:1 10318:A 10314:C 10308:D 10301:1 10294:A 10290:C 10283:0 10276:m 10272:I 10265:( 10257:) 10254:A 10251:( 10245:= 10231:1 10224:) 10220:A 10214:( 10210:= 10206:) 10201:1 10194:A 10190:( 10183:= 10171:) 10163:n 10159:I 10153:0 10146:B 10141:1 10134:A 10123:1 10116:A 10109:( 10095:) 10089:D 10084:C 10077:B 10072:A 10066:( 10058:) 10055:A 10052:( 10046:= 10037:) 10031:D 10026:C 10019:B 10014:A 10008:( 9972:A 9949:. 9944:) 9938:D 9933:0 9926:B 9921:A 9915:( 9907:= 9904:) 9901:D 9898:( 9892:) 9889:A 9886:( 9880:= 9875:) 9869:D 9864:C 9857:0 9852:A 9846:( 9814:n 9808:n 9788:m 9782:n 9762:n 9756:m 9736:m 9730:m 9710:D 9707:, 9704:C 9701:, 9698:B 9695:, 9692:A 9668:2 9662:2 9634:. 9631:A 9619:A 9612:1 9607:= 9602:1 9595:A 9564:. 9561:A 9557:) 9554:A 9545:( 9542:= 9539:A 9530:A 9527:= 9524:I 9521:) 9518:A 9512:( 9486:. 9481:i 9478:j 9474:M 9468:j 9465:+ 9462:i 9458:) 9454:1 9448:( 9445:= 9440:j 9437:, 9434:i 9430:) 9426:) 9423:A 9420:( 9411:( 9388:) 9385:A 9382:( 9344:k 9340:k 9319:) 9314:k 9311:n 9306:( 9292:n 9288:n 9280:n 9266:. 9262:) 9256:i 9252:x 9243:j 9239:x 9234:( 9228:n 9222:j 9216:i 9210:1 9202:= 9197:| 9189:1 9183:n 9178:n 9174:x 9161:1 9155:n 9150:3 9146:x 9138:1 9132:n 9127:2 9123:x 9115:1 9109:n 9104:1 9100:x 9063:2 9058:n 9054:x 9041:2 9036:3 9032:x 9024:2 9019:2 9015:x 9007:2 9002:1 8998:x 8988:n 8984:x 8971:3 8967:x 8959:2 8955:x 8947:1 8943:x 8935:1 8925:1 8920:1 8915:1 8909:| 8880:. 8875:j 8872:, 8869:i 8865:M 8859:j 8856:, 8853:i 8849:a 8843:j 8840:+ 8837:i 8833:) 8829:1 8823:( 8818:n 8813:1 8810:= 8807:i 8799:= 8796:) 8793:A 8790:( 8762:j 8740:2 8734:2 8709:| 8703:h 8698:g 8691:e 8686:d 8680:| 8675:c 8672:+ 8667:| 8661:i 8656:g 8649:f 8644:d 8638:| 8633:b 8625:| 8619:i 8614:h 8607:f 8602:e 8596:| 8591:a 8588:= 8583:| 8577:i 8572:h 8567:g 8560:f 8555:e 8550:d 8543:c 8538:b 8533:a 8527:| 8502:1 8499:= 8496:i 8484:i 8465:, 8460:j 8457:, 8454:i 8450:M 8444:j 8441:, 8438:i 8434:a 8428:j 8425:+ 8422:i 8418:) 8414:1 8408:( 8403:n 8398:1 8395:= 8392:j 8384:= 8381:) 8378:A 8375:( 8349:i 8323:j 8320:, 8317:i 8313:M 8307:j 8304:+ 8301:i 8297:) 8293:1 8287:( 8267:j 8247:i 8227:A 8207:) 8204:1 8198:n 8195:( 8189:) 8186:1 8180:n 8177:( 8155:j 8152:, 8149:i 8145:M 8117:A 8065:K 8044:) 8041:K 8038:( 8030:n 8021:/ 8017:) 8014:K 8011:( 8003:n 7975:) 7972:K 7969:( 7961:n 7932:) 7929:K 7926:( 7918:n 7889:) 7886:K 7883:( 7875:n 7850:K 7824:K 7803:) 7800:K 7797:( 7789:n 7759:n 7737:) 7734:K 7731:( 7723:n 7712:) 7709:K 7706:( 7698:n 7666:) 7663:K 7660:( 7652:n 7624:K 7604:n 7592:. 7578:1 7571:] 7567:) 7564:A 7561:( 7555:[ 7552:= 7546:) 7543:A 7540:( 7533:1 7528:= 7524:) 7519:1 7512:A 7508:( 7472:A 7449:A 7429:B 7406:A 7386:B 7363:) 7360:B 7357:( 7351:) 7348:A 7345:( 7339:= 7336:) 7333:B 7330:A 7327:( 7297:B 7277:A 7255:n 7251:n 7246:n 7242:n 7235:. 7223:) 7220:A 7217:( 7211:= 7207:) 7201:T 7196:A 7192:( 7175:A 7161:A 7127:= 7124:) 7121:) 7118:1 7112:( 7106:3 7097:( 7091:= 7087:| 7083:E 7079:| 7072:= 7068:| 7064:A 7060:| 7032:| 7028:D 7024:| 7020:= 7016:| 7012:E 7008:| 6983:| 6979:C 6975:| 6968:= 6964:| 6960:D 6956:| 6931:| 6927:C 6923:| 6919:= 6915:| 6911:B 6907:| 6883:| 6879:B 6875:| 6871:= 6867:| 6863:A 6859:| 6828:3 6774:] 6768:1 6760:0 6755:0 6748:4 6743:3 6738:0 6731:2 6726:3 6712:[ 6707:= 6704:E 6679:] 6673:1 6665:0 6660:0 6653:4 6648:3 6636:2 6631:3 6623:5 6617:[ 6612:= 6609:D 6584:] 6578:1 6570:0 6565:0 6558:4 6548:3 6541:2 6536:5 6531:3 6522:[ 6517:= 6514:C 6490:] 6484:1 6476:3 6471:0 6464:4 6459:1 6454:3 6447:2 6442:1 6434:3 6425:[ 6420:= 6417:B 6391:A 6367:. 6362:] 6356:1 6348:3 6343:3 6333:4 6328:1 6323:2 6316:2 6311:1 6303:2 6294:[ 6289:= 6286:A 6263:A 6205:. 6200:i 6197:i 6193:a 6187:n 6182:1 6179:= 6176:i 6168:= 6163:n 6160:n 6156:a 6143:a 6133:a 6129:= 6126:) 6123:A 6120:( 6097:j 6091:i 6071:j 6065:i 6045:0 6042:= 6037:j 6034:i 6030:a 6005:A 5959:. 5955:| 5949:n 5945:a 5941:, 5935:, 5930:4 5926:a 5922:, 5917:3 5913:a 5909:, 5904:2 5900:a 5896:, 5891:1 5887:a 5882:| 5878:= 5874:| 5868:n 5864:a 5860:, 5854:, 5849:4 5845:a 5841:, 5836:2 5832:a 5828:, 5823:3 5819:a 5815:, 5810:1 5806:a 5801:| 5794:= 5790:| 5784:n 5780:a 5776:, 5768:4 5764:a 5760:, 5755:2 5751:a 5747:, 5742:1 5738:a 5734:, 5729:3 5725:a 5720:| 5699:. 5695:| 5689:n 5685:a 5681:, 5675:, 5670:j 5666:a 5662:, 5656:, 5651:i 5647:a 5643:, 5637:, 5632:1 5628:a 5623:| 5616:= 5612:| 5606:n 5602:a 5598:, 5592:, 5587:i 5583:a 5576:, 5571:j 5567:a 5563:, 5557:, 5552:1 5548:a 5543:| 5519:A 5499:n 5493:n 5473:) 5470:A 5467:( 5459:n 5455:c 5451:= 5448:) 5445:A 5442:c 5439:( 5402:A 5388:n 5382:n 5353:= 5349:| 5343:n 5339:a 5335:, 5329:, 5326:v 5323:, 5317:, 5314:v 5311:, 5305:, 5300:1 5296:a 5291:| 5251:| 5245:n 5241:a 5237:, 5231:, 5228:w 5225:, 5219:, 5214:1 5210:a 5205:| 5201:+ 5197:| 5191:n 5187:a 5180:, 5177:v 5174:, 5168:, 5163:1 5159:a 5154:| 5147:r 5144:= 5133:| 5127:n 5123:a 5119:, 5113:, 5108:1 5105:+ 5102:j 5098:a 5094:, 5091:w 5088:+ 5085:v 5079:r 5076:, 5071:1 5065:j 5061:a 5057:, 5051:, 5046:1 5042:a 5036:| 5031:= 5023:| 5019:A 5015:| 4998:A 4994:r 4990:w 4986:v 4969:w 4966:+ 4963:v 4957:r 4954:= 4949:j 4945:a 4921:A 4911:j 4898:. 4882:I 4862:1 4859:= 4855:) 4852:I 4849:( 4830:i 4826:i 4810:i 4806:a 4779:, 4774:) 4767:n 4763:a 4759:, 4753:, 4748:1 4744:a 4738:( 4733:= 4730:A 4707:n 4697:A 4683:n 4677:n 4645:. 4642:} 4639:n 4636:, 4630:, 4627:1 4624:{ 4614:n 4597:, 4590:n 4586:i 4582:, 4579:n 4575:a 4563:1 4559:i 4555:, 4552:1 4548:a 4540:n 4536:i 4527:1 4523:i 4510:n 4506:i 4502:, 4496:, 4491:2 4487:i 4483:, 4478:1 4474:i 4465:= 4462:) 4459:A 4456:( 4436:0 4422:} 4419:n 4416:, 4410:, 4407:1 4404:{ 4392:- 4390:n 4372:n 4368:i 4364:, 4358:, 4353:1 4349:i 4328:. 4315:) 4309:) 4306:i 4303:( 4297:, 4294:i 4290:a 4284:n 4279:1 4276:= 4273:i 4265:) 4259:( 4249:( 4241:n 4237:S 4222:= 4219:) 4216:A 4213:( 4180:. 4175:) 4172:n 4169:( 4163:, 4160:n 4156:a 4147:) 4144:1 4141:( 4135:, 4132:1 4128:a 4124:) 4118:( 4105:n 4101:S 4086:= 4081:| 4073:n 4070:, 4067:n 4063:a 4054:1 4051:, 4048:n 4044:a 4023:n 4020:, 4017:1 4013:a 4004:1 4001:, 3998:1 3994:a 3987:| 3982:= 3979:) 3976:A 3973:( 3940:, 3935:] 3927:n 3924:, 3921:n 3917:a 3908:1 3905:, 3902:n 3898:a 3877:n 3874:, 3871:1 3867:a 3858:1 3855:, 3852:1 3848:a 3841:[ 3836:= 3833:A 3785:, 3782:1 3779:+ 3739:) 3733:( 3705:n 3701:S 3676:) 3673:n 3670:( 3664:, 3658:, 3655:) 3652:2 3649:( 3643:, 3640:) 3637:1 3634:( 3588:} 3585:n 3582:, 3576:, 3573:2 3570:, 3567:1 3564:{ 3536:n 3530:n 3516:n 3512:n 3466:i 3462:d 3458:b 3434:. 3431:h 3428:f 3425:a 3419:i 3416:d 3413:b 3407:g 3404:e 3401:c 3395:h 3392:d 3389:c 3386:+ 3383:g 3380:f 3377:b 3374:+ 3371:i 3368:e 3365:a 3362:= 3357:| 3351:i 3346:h 3341:g 3334:f 3329:e 3324:d 3317:c 3312:b 3307:a 3301:| 3255:A 3238:. 3233:| 3225:n 3222:, 3219:n 3215:a 3202:2 3199:, 3196:n 3192:a 3184:1 3181:, 3178:n 3174:a 3142:n 3139:, 3136:2 3132:a 3119:2 3116:, 3113:2 3109:a 3101:1 3098:, 3095:2 3091:a 3081:n 3078:, 3075:1 3071:a 3058:2 3055:, 3052:1 3048:a 3040:1 3037:, 3034:1 3030:a 3023:| 3008:A 3004:A 2981:1 2978:, 2975:1 2971:a 2947:. 2942:] 2934:n 2931:, 2928:n 2924:a 2911:2 2908:, 2905:n 2901:a 2893:1 2890:, 2887:n 2883:a 2851:n 2848:, 2845:2 2841:a 2828:2 2825:, 2822:2 2818:a 2810:1 2807:, 2804:2 2800:a 2790:n 2787:, 2784:1 2780:a 2767:2 2764:, 2761:1 2757:a 2749:1 2746:, 2743:1 2739:a 2732:[ 2727:= 2724:A 2711:n 2707:n 2699:A 2679:A 2671:n 2667:A 2663:n 2655:A 2647:n 2633:, 2630:) 2627:P 2624:( 2613:= 2610:) 2607:A 2604:( 2591:n 2572:. 2568:} 2564:i 2555:1 2547:i 2543:c 2536:0 2528:n 2523:a 2516:n 2512:c 2508:+ 2502:+ 2497:1 2492:a 2485:1 2481:c 2476:{ 2472:= 2469:P 2449:, 2444:n 2439:a 2434:, 2428:, 2423:2 2418:a 2413:, 2408:1 2403:a 2387:n 2381:n 2366:A 2343:. 2338:n 2333:a 2328:= 2323:) 2317:1 2303:0 2296:0 2290:( 2285:A 2281:, 2274:, 2269:2 2264:a 2259:= 2254:) 2248:0 2234:1 2227:0 2221:( 2216:A 2212:, 2207:1 2202:a 2197:= 2192:) 2186:0 2172:0 2165:1 2159:( 2154:A 2130:] 2121:n 2116:a 2102:2 2097:a 2088:1 2083:a 2074:[ 2070:= 2067:A 2057:A 2049:n 2045:n 2023:) 2021:d 2017:c 2013:b 2009:a 2007:( 2003:) 2001:d 1997:c 1995:( 1991:) 1989:b 1985:a 1983:( 1958:A 1929:. 1926:c 1923:b 1917:d 1914:a 1911:= 1906:) 1900:d 1893:c 1887:( 1877:) 1871:a 1864:b 1855:( 1850:= 1833:| 1829:v 1825:| 1819:| 1809:u 1804:| 1800:= 1788:| 1783:v 1778:| 1772:| 1767:u 1762:| 1758:= 1721:v 1717:u 1715:| 1711:) 1709:a 1705:b 1701:u 1688:θ 1683:θ 1679:v 1675:u 1673:| 1669:) 1667:d 1663:c 1659:v 1654:) 1652:b 1648:a 1644:u 1611:A 1607:A 1590:) 1588:d 1584:c 1582:( 1578:) 1576:d 1572:b 1568:c 1564:a 1562:( 1558:) 1556:b 1552:a 1550:( 1534:A 1530:A 1518:A 1488:. 1483:| 1477:d 1472:c 1465:b 1460:a 1454:| 1446:r 1443:= 1440:) 1437:c 1434:b 1428:d 1425:a 1422:( 1419:r 1416:= 1413:c 1410:r 1407:b 1401:d 1398:a 1395:r 1392:= 1387:| 1381:d 1376:c 1370:r 1363:b 1358:a 1352:r 1346:| 1321:r 1298:. 1293:| 1283:d 1277:c 1266:b 1260:a 1254:| 1249:+ 1244:| 1238:d 1233:c 1226:b 1221:a 1215:| 1210:= 1207:c 1204:) 1197:b 1193:+ 1190:b 1187:( 1181:) 1174:d 1170:+ 1167:d 1164:( 1161:a 1158:= 1153:| 1143:d 1139:+ 1136:d 1131:c 1120:b 1116:+ 1113:b 1108:a 1102:| 1071:= 1068:a 1065:b 1059:b 1056:a 1053:= 1048:| 1042:b 1037:a 1030:b 1025:a 1019:| 992:) 986:1 981:0 974:0 969:1 963:( 938:2 932:2 898:= 895:) 892:1 886:7 883:( 877:) 874:) 871:4 865:( 859:3 856:( 853:= 848:| 841:4 832:1 825:7 820:3 814:| 809:= 804:) 798:4 790:1 783:7 778:3 772:( 741:. 738:c 735:b 729:d 726:a 723:= 718:| 712:d 707:c 700:b 695:a 689:| 684:= 679:) 673:d 668:c 661:b 656:a 650:( 616:) 610:d 605:c 598:b 593:a 587:( 543:n 527:n 519:n 453:. 446:. 444:1 431:n 427:n 403:n 385:! 382:n 367:n 363:n 345:. 342:h 339:f 336:a 330:i 327:d 324:b 318:g 315:e 312:c 306:h 303:d 300:c 297:+ 294:g 291:f 288:b 285:+ 282:i 279:e 276:a 273:= 268:| 262:i 257:h 252:g 245:f 240:e 235:d 228:c 223:b 218:a 212:| 180:, 177:c 174:b 168:d 165:a 162:= 157:| 151:d 146:c 139:b 134:a 128:| 76:A 68:A 62:) 60:A 53:A 27:.

Index

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
geometry

Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.