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Measure-preserving dynamical system

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4629: 2507: 4277: 5877:. A number of classification theorems have been obtained; but quite interestingly, a number of anti-classification theorems have been found as well. The anti-classification theorems state that there are more than a countable number of isomorphism classes, and that a countable amount of information is not sufficient to classify isomorphisms. 4624:{\displaystyle {\begin{aligned}\bigvee _{n=0}^{N}T^{-n}Q&=\{Q_{i_{0}}\cap T^{-1}Q_{i_{1}}\cap \cdots \cap T^{-N}Q_{i_{N}}\\&{}\qquad {\mbox{ where }}i_{\ell }=1,\ldots ,k,\ \ell =0,\ldots ,N,\ \\&{}\qquad \qquad \mu \left(Q_{i_{0}}\cap T^{-1}Q_{i_{1}}\cap \cdots \cap T^{-N}Q_{i_{N}}\right)>0\}\\\end{aligned}}} 2497:
This system does exhibit one key idea from the classification of measure-preserving dynamical systems: two ensembles, having different temperatures, are inequivalent. The entropy for a given canonical ensemble depends on its temperature; as physical systems, it is "obvious" that when the temperatures
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of these. This measure is understood to apply to the ensemble. So, for example, one of the possible boxes in the ensemble has all of the atoms on one side of the box. One can compute the likelihood of this, in the Maxwell–Boltzmann measure. It will be enormously tiny, of order
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is all that is left, after all of the transient modes have decayed away. The transient modes are precisely those eigenvectors of the transfer operator that have eigenvalue less than one; the invariant measure
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The "ensemble" is the collection of all such points, that is, the collection of all such possible boxes (of which there are an uncountably-infinite number). This ensemble of all-possible-boxes is the space
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or some other interaction suitable for a liquid or a plasma; in such cases, the invariant measure is no longer the Maxwell–Boltzmann distribution. The art of physics is finding reasonable approximations.
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is difficult, and, even if written down, it is hard to perform practical computations with it. Difficulties are compounded if there are interactions between the particles themselves, like a
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is the one mode that does not decay away. The rate of decay of the transient modes are given by (the logarithm of) their eigenvalues; the eigenvalue one corresponds to infinite half-life.
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of the transfer operator (recall, the FP eigenvector is the largest eigenvector of a matrix; in this case it is the eigenvector which has the eigenvalue one: the invariant measure.)
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the flow of a Hamiltonian vector field on the tangent bundle of a closed connected smooth manifold is measure-preserving (using the measure induced on the Borel sets by the
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that are measure-like. Measure-like, in that they preserve the Borel properties, but are no longer invariant; they are in general dissipative and so give insights into
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Unlike the informal example above, the examples below are sufficiently well-defined and tractable that explicit, formal computations can be performed.
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One of the primary activities in the study of measure-preserving systems is their classification according to their properties. That is, let
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is absolutely continuous with respect to the Lebesgue measure, then we have the Rokhlin formula (section 4.3 and section 12.3 ):
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in 1959 shows that the supremum is actually obtained on partitions that are generators. Thus, for example, the entropy of the
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from physics provides an informal example. Consider, for example, a fluid, gas or plasma in a box of width, length and height
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atoms. A single atom in that box might be anywhere, having arbitrary velocity; it would be represented by a single point in
6663: 2615: 2600: 50:. They provide the formal, mathematical basis for a broad range of physical systems, and, in particular, many systems from 7284: 2418: 7070: 2161: 7464: 5817: 6596: 6568: 6406: 6168: 1548:. Almost all properties and behaviors of dynamical systems are defined in terms of the pushforward. For example, the 210: 7540: 7421: 7411: 5527: 2586: 985:. For the paint thickness to remain unchanged (measure-preserving), the mass of incoming paint should be the same: 3129: 7221: 7130: 6894: 1250: 1085: 6591:, Andreas Greven, Gerhard Keller, and Gerald Warnecke, eds. Princeton University Press, Princeton, NJ (2003). 5714: 4991: 4777: 3901: 3676: 3343: 3291: 3237: 2975: 2927: 1839: 1755: 84: 6750: 6135: 5582: 2769: 43: 7459: 7406: 7300: 7206: 6129: 5652: 2626: 2306: 1606: 1404: 988: 484: 6263:
Foreman, Matthew; Weiss, Benjamin (2019). "From Odometers to Circular Systems: A Global Structure Theorem".
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half as well. The two layers of thin paint, layered together, recreates the exact same paint thickness.
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which plays crucial role in the construction of the measure-theoretic entropy of a dynamical system.
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is not a single transformation that is iterated to give the dynamics of the system, but instead is a
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differ, so do the systems. This holds in general: systems with different entropy are not isomorphic.
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has full measure or zero measure. Piecewise expanding and Markov means that there is a partition of
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Michael S. Keane, "Ergodic theory and subshifts of finite type", (1991), appearing as Chapter 2 in
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The only reason that this is an "informal example" is because writing down the transition function
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The definition of a measure-preserving dynamical system can be generalized to the case in which
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establishes the existence of a suitable measure to form a measure-preserving dynamical system.
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Katok, A.; Hasselblatt, B. (1995). "Introduction to the modern theory of dynamical systems".
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Ergodic measure-preserving transformations with a pure point spectrum have been classified.
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One may ask why the measure preserving transformation is defined in terms of the inverse
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Sinai, Ya. (1962). "A weak isomorphism of transformations with invariant measure".
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Halmos, P.; von Neumann, J. (1942). "Operator methods in classical mechanics. II".
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There are two classification problems of interest. One, discussed below, fixes
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Of all possible boxes in the ensemble, this is a ridiculously small fraction.
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which preserve intersections, unions and complements (so that it is a map of
758: 182: 1804:. One might ask: how did it get that way? Often, the answer is by stirring, 7098: 7020: 6760: 5333: 5156:
is either less than 1/2 or not; and likewise so is the fractional part of 2
5138: 5115:{\displaystyle h_{\mu }(T)=\sup _{\mathcal {Q}}h_{\mu }(T,{\mathcal {Q}}).} 2914: 2826: 2651: 2622: 6797: 1211:). Every such conservative, Borel-preserving map can be specified by some 19:"Area-preserving map" redirects here. For the map projection concept, see 6963: 5141: 5130: 2918: 2564: 27: 6338: 6309: 6286: 6184:
Sinai, Ya. G. (1959). "On the Notion of Entropy of a Dynamical System".
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These stand in contrast to the classification theorems. These include:
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is compact and endowed with a topology, or is a metric space, then the
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often describes a physical system that is in equilibrium, for example,
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This allows calculation of entropy of many interval maps, such as the
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The first anti-classification theorem, due to Hjorth, states that if
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The set of symbolic names with respect to a partition is called the
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Given a dynamical system on a Lebesgue space of measure 1, where
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is defined in terms of the pushforward of the transformation map
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The earlier, simpler case fits into this framework by defining
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and asks about the isomorphism classes of a transformation map
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is taken over all finite measurable partitions. A theorem of
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In terms of physics, the measure-preserving dynamical system
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above. In particular, the transformations obey the rules:
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Ergodic Theory, Symbolic Dynamics and Hyperbolic Spaces
6483:"Bernoulli shifts with the same entropy are isomorphic" 2633: 6355:"On invariants for measure preserving transformations" 5974: 5424:
into finitely many open intervals, such that for some
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describes this stirring, mixing, etc. then the system
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More generally, the paint that would arrive at subset
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A measure-preserving dynamical system is defined as a
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upon the given probability space) of transformations
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transformation on it. In more detail, it is a system
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is an object of study in the abstract formulation of
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The entropy of strange billiards inside n-simplexes.
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The measure-theoretic entropy of a dynamical system
3751:measurable pair-wise disjoint sets. Given a point 2459:{\displaystyle {\mathcal {O}}\left(2^{-3N}\right).} 793:, and then map the paint forward. The paint on the 42:in particular. Measure-preserving systems obey the 6111: 6091: 6062: 6042: 6022: 5980: 5920: 5892: 5869: 5845: 5803: 5777: 5751: 5703: 5683: 5633: 5571: 5516: 5497:on each open interval. Markov means that for each 5489: 5442: 5416: 5396: 5376: 5324: 5234: 5214: 5194:is an ergodic, piecewise expanding, and Markov on 5186: 5114: 5028: 4969: 4814: 4763: 4668: 4623: 4256: 4049: 3938: 3843: 3713: 3621: 3583: 3557: 3534: 3496: 3470: 3443: 3404: 3380: 3328: 3276: 3226: 3199: 3175: 3118: 3081: 3047: 3012: 2964: 2874: 2817: 2748: 2548: 2481: 2458: 2406: 2386: 2366: 2295: 2275: 2152: 2125: 2104: 2034: 2014: 1964: 1944: 1897: 1876: 1828: 1792: 1737: 1717: 1697: 1657: 1637: 1584: 1564: 1536: 1494: 1444: 1393: 1369: 1345: 1297: 1239: 1199: 1179: 1155: 1128: 1067: 1040: 977: 938: 897: 857: 825: 785: 749: 624: 600:Consider the typical measure on the unit interval 589: 536: 464: 383: 355: 321: 286: 247: 197: 173: 147: 121: 6421: 6399:Equivalence of measure preserving transformations 3774:can belong to only one of the parts as well. The 2592:with the definition of an appropriate measure, a 1816:or other such processes. If a transformation map 7522: 6518:Encyclopedia of Mathematics and its Applications 6515: 6401:. Mem. American Mathematical Soc. Vol. 37. 5988:is invertible, measure preserving, and ergodic. 5846:{\displaystyle {\mathcal {R}}\subset U\times U.} 5069: 4885: 3668: 3062:if it satisfies the following three properties: 5645:Classification and anti-classification theorems 1377:. That is, conservative, Borel-preserving maps 248:{\displaystyle \mu :{\mathcal {B}}\rightarrow } 3637:of dynamical systems and their homomorphisms. 3416:if, in addition, there exists another mapping 2685:âˆȘ {0}, or [0, +∞)), where each transformation 6630: 6235: 6154: 6152: 5711:be the set of all measure preserving systems 5572:{\displaystyle T(I_{i})\cap I_{i}=\emptyset } 3454:that is also a homomorphism, which satisfies 7375:Riesz–Markov–Kakutani representation theorem 6315:Journal of the European Mathematical Society 6307: 6262: 5949:are classified by their metric entropy. See 4637: 4614: 4329: 4248: 4127: 4041: 3983: 3176:{\displaystyle \mu (\varphi ^{-1}B)=\nu (B)} 6530: 6520:. Vol. 54. Cambridge University Press. 3877: 1401:cannot, in general, be written in the form 1298:{\displaystyle {\mathcal {T}}(A)=T^{-1}(A)} 1129:{\displaystyle {\mathcal {T}}:P(X)\to P(X)} 7470:Vitale's random Brunn–Minkowski inequality 6637: 6623: 6308:Foreman, Matthew; Weiss, Benjamin (2022). 6149: 5853:The goal is then to describe the relation 3401: 2882:, whenever all the terms are well-defined. 415: 414: 6500: 6370: 6337: 6327: 6276: 5752:{\displaystyle (X,{\mathcal {B}},\mu ,T)} 5208: 5029:{\displaystyle (X,{\mathcal {B}},T,\mu )} 4815:{\displaystyle (X,{\mathcal {B}},T,\mu )} 3939:{\displaystyle (X,{\mathcal {B}},T,\mu )} 3714:{\displaystyle (X,{\mathcal {B}},T,\mu )} 3381:{\displaystyle (X,{\mathcal {A}},\mu ,T)} 3329:{\displaystyle (Y,{\mathcal {B}},\nu ,S)} 3277:{\displaystyle \varphi (Tx)=S(\varphi x)} 3013:{\displaystyle (Y,{\mathcal {B}},\nu ,S)} 2965:{\displaystyle (X,{\mathcal {A}},\mu ,T)} 2542: 2541: 2394:atoms, the probability is the product of 2259: 2245: 2086: 1999: 1877:{\displaystyle (X,{\mathcal {B}},\mu ,T)} 1793:{\displaystyle (X,{\mathcal {B}},\mu ,T)} 659: 658: 122:{\displaystyle (X,{\mathcal {B}},\mu ,T)} 6477: 5634:{\displaystyle T(I_{i})\cap I_{i}=I_{i}} 2818:{\displaystyle T_{s}\circ T_{t}=T_{t+s}} 2505: 6236:Pollicott, Mark; Yuri, Michiko (1998). 6158: 5684:{\displaystyle (X,{\mathcal {B}},\mu )} 5152:into the intervals . Every real number 2367:{\displaystyle x,y,z,v_{x},v_{y},v_{z}} 1638:{\displaystyle (X,{\mathcal {B}},\mu )} 1445:{\displaystyle {\mathcal {T}}(A)=T(A);} 1041:{\displaystyle \mu (A)=\mu (T^{-1}(A))} 597:. This can be understood intuitively. 537:{\displaystyle \mu (T^{-1}(A))=\mu (A)} 7523: 6352: 6132:on the existence of invariant measures 3858:of the dynamical system. A partition 1346:{\displaystyle {\mathcal {T}}(A)=T(A)} 1139:Consider now the special case of maps 544:instead of the forward transformation 6618: 6456: 6204: 6183: 5215:{\displaystyle X\subset \mathbb {R} } 7483:Applications & related 6605:J. Phys. A 28(17), page 5033, 1995. 6239:Dynamical Systems and Ergodic Theory 6224:The Shannon-McMillan-Breiman Theorem 6207:"Metric Entropy of Dynamical System" 5490:{\displaystyle |T'|\geq 1+\epsilon } 3844:{\displaystyle T^{n}x\in Q_{a_{n}}.} 2634:Generalization to groups and monoids 322:{\displaystyle \mu (\varnothing )=0} 6073:If the entropy is exactly equal to 3119:{\displaystyle B\in {\mathcal {B}}} 2692:satisfies the same requirements as 1908: 1305:. Of course, one could also define 32:measure-preserving dynamical system 13: 6644: 6579:, "Entropy in Dynamical Systems" ( 6553: 5913: 5862: 5823: 5729: 5667: 5566: 5524:from those open intervals, either 5101: 5074: 5006: 4954: 4895: 4873: 4792: 4721: 4694: 4661: 4269:refinement of an iterated pullback 3916: 3691: 3622:{\displaystyle y=\varphi (\psi y)} 3535:{\displaystyle x=\psi (\varphi x)} 3358: 3306: 3111: 2990: 2942: 2724: 2721: 2549:{\displaystyle x\mapsto 2x\mod 1.} 2424: 1945:{\displaystyle w\times l\times h,} 1854: 1770: 1698:{\displaystyle (X,{\mathcal {B}})} 1687: 1621: 1410: 1386: 1362: 1314: 1256: 1148: 1091: 1060: 833:half is spread thinly over all of 590:{\displaystyle \mu (T(A))=\mu (A)} 409: 398: 222: 166: 99: 16:Subject of study in ergodic theory 14: 7562: 6397:; Rudolph, D.; Weiss, B. (1982). 6161:An Introduction to Ergodic Theory 5148:. That is, one may partition the 3770:. Similarly, the iterated point 3640: 3060:homomorphism of dynamical systems 2875:{\displaystyle T_{s}^{-1}=T_{-s}} 2616:Liouville's theorem (Hamiltonian) 307: 7412:Lebesgue differentiation theorem 7293:CarathĂ©odory's extension theorem 5959:Krieger finite generator theorem 3782:, with regards to the partition 3414:isomorphism of dynamical systems 2908: 2587:interval exchange transformation 356:{\displaystyle T:X\rightarrow X} 6524: 6509: 6471: 6450: 6415: 6023:{\displaystyle h_{T}\leq \ln k} 4505: 4504: 4428: 4267:With these two constructs, the 3786:, is the sequence of integers { 3048:{\displaystyle \varphi :X\to Y} 2924:Consider two dynamical systems 2537: 1495:{\displaystyle \mu (T^{-1}(A))} 654: 58:systems) as well as systems in 6601:T. SchĂŒrmann and I. Hoffmann, 6587:), appearing as Chapter 16 in 6387: 6346: 6301: 6256: 6229: 6216: 6198: 6177: 5921:{\displaystyle {\mathcal {R}}} 5870:{\displaystyle {\mathcal {R}}} 5746: 5718: 5678: 5656: 5602: 5589: 5547: 5534: 5471: 5458: 5443:{\displaystyle \epsilon >0} 5365: 5359: 5319: 5310: 5303: 5281: 5265: 5259: 5106: 5090: 5062: 5056: 5023: 4995: 4892: 4878: 4862: 4809: 4781: 4755: 4749: 4737: 4731: 4699: 4689: 4669:{\displaystyle {\mathcal {Q}}} 4239: 4213: 3933: 3905: 3708: 3680: 3616: 3607: 3529: 3520: 3435: 3375: 3347: 3323: 3295: 3271: 3262: 3253: 3244: 3170: 3164: 3155: 3136: 3039: 3007: 2979: 2959: 2931: 2740: 2528: 2242: 2185: 2162:Maxwell–Boltzmann distribution 2072: 2053: 1871: 1843: 1787: 1759: 1749:and the route to equilibrium. 1692: 1676: 1632: 1610: 1531: 1528: 1522: 1516: 1489: 1486: 1480: 1464: 1436: 1430: 1421: 1415: 1394:{\displaystyle {\mathcal {T}}} 1370:{\displaystyle {\mathcal {T}}} 1340: 1334: 1325: 1319: 1292: 1286: 1267: 1261: 1231: 1156:{\displaystyle {\mathcal {T}}} 1123: 1117: 1111: 1108: 1102: 1068:{\displaystyle {\mathcal {T}}} 1035: 1032: 1026: 1010: 1001: 995: 972: 966: 933: 921: 892: 872: 852: 840: 820: 800: 780: 768: 619: 607: 584: 578: 569: 566: 560: 554: 531: 525: 516: 513: 507: 491: 459: 453: 444: 441: 435: 419: 347: 310: 304: 275: 269: 242: 230: 227: 174:{\displaystyle {\mathcal {B}}} 132:with the following structure: 116: 88: 1: 6142: 6119:symbols with equal measures. 6050:, then the system has a size- 3669:Symbolic names and generators 2825:, whenever all the terms are 2303:having position and velocity 476: 65: 6533:Entropy in dynamical systems 6531:Downarowicz, Tomasz (2011). 6502:10.1016/0001-8708(70)90029-0 5691:be a measure space, and let 4822:with respect to a partition 3874:has a unique symbolic name. 3673:Consider a dynamical system 3444:{\displaystyle \psi :Y\to X} 2650:, in which case we have the 1598:Frobenius–Perron eigenvector 1592:can now be understood as an 46:, and are a special case of 7: 7465:PrĂ©kopa–Leindler inequality 6136:PoincarĂ© recurrence theorem 6123: 5377:{\displaystyle T^{-1}(A)=A} 3763:belongs to only one of the 2501: 2283:is the probability of atom 1665:. The other, discussed in 44:PoincarĂ© recurrence theorem 10: 7567: 7407:Lebesgue's density theorem 6460:Doklady Akademii Nauk SSSR 6265:Journal of Modern Dynamics 6187:Doklady Akademii Nauk SSSR 4641: 3665:according to the measure. 3405:{\displaystyle \varphi \;} 3082:{\displaystyle \varphi \ } 1537:{\displaystyle \mu (T(A))} 1207:(because we want it to be 18: 7482: 7460:Minkowski–Steiner formula 7430: 7390: 7383: 7283: 7275:Projection-valued measure 7176: 7069: 6838: 6711: 6652: 6130:Krylov–Bogolyubov theorem 4986:measure-theoretic entropy 4638:Measure-theoretic entropy 3898:} and a dynamical system 2627:Krylov–Bogolyubov theorem 2491:van der Waals interaction 1802:thermodynamic equilibrium 978:{\displaystyle T^{-1}(A)} 939:{\displaystyle A\subset } 287:{\displaystyle \mu (X)=1} 60:thermodynamic equilibrium 7443:Isoperimetric inequality 7422:Vitali–Hahn–Saks theorem 6751:CarathĂ©odory's criterion 3878:Operations on partitions 3870:if ÎŒ-almost every point 2573:equidistribution theorem 1544:is generically called a 1240:{\displaystyle T:X\to X} 7541:Entropy and information 7448:Brunn–Minkowski theorem 7317:Decomposition theorems 6488:Advances in Mathematics 6159:Walters, Peter (2000). 5785:of two transformations 5778:{\displaystyle S\sim T} 4982:Kolmogorov–Sinai metric 3882:Given a partition Q = { 2605:random dynamical system 2594:subshift of finite type 2518: : [0,1) → [0,1), 2046:somewhere in the space 1915:microcanonical ensemble 865:, and the paint on the 7495:Descriptive set theory 7395:Disintegration theorem 6830:Universally measurable 6205:Sinai, Ya. G. (2007). 6113: 6093: 6064: 6044: 6024: 5982: 5922: 5894: 5871: 5847: 5805: 5779: 5753: 5705: 5685: 5635: 5573: 5518: 5491: 5444: 5418: 5398: 5378: 5326: 5236: 5216: 5188: 5116: 5030: 4988:of a dynamical system 4971: 4938: 4816: 4765: 4670: 4625: 4305: 4258: 4051: 3940: 3845: 3715: 3633:Hence, one may form a 3623: 3585: 3584:{\displaystyle y\in Y} 3559: 3536: 3498: 3497:{\displaystyle x\in X} 3472: 3445: 3406: 3382: 3330: 3278: 3228: 3227:{\displaystyle x\in X} 3201: 3177: 3120: 3083: 3049: 3014: 2966: 2876: 2819: 2750: 2612:symplectic volume form 2556: 2550: 2483: 2460: 2408: 2388: 2368: 2297: 2277: 2154: 2127: 2106: 2042:atoms would then be a 2036: 2022:A given collection of 2016: 1966: 1946: 1899: 1878: 1830: 1794: 1739: 1725:, and asks about maps 1719: 1699: 1659: 1639: 1586: 1566: 1538: 1496: 1446: 1395: 1371: 1347: 1299: 1241: 1201: 1181: 1157: 1130: 1069: 1042: 979: 946:comes from the subset 940: 899: 859: 827: 787: 751: 626: 591: 538: 466: 385: 357: 323: 288: 249: 199: 175: 149: 123: 7297:Convergence theorems 6756:Cylindrical σ-algebra 6424:Annals of Mathematics 6114: 6094: 6092:{\displaystyle \ln k} 6065: 6045: 6025: 5983: 5923: 5895: 5872: 5848: 5806: 5780: 5754: 5706: 5686: 5636: 5574: 5519: 5517:{\displaystyle I_{i}} 5492: 5445: 5419: 5399: 5379: 5327: 5237: 5217: 5189: 5171:may also be defined. 5137:is log 2, since 5117: 5031: 4972: 4918: 4842:} is then defined as 4817: 4766: 4671: 4626: 4285: 4259: 4052: 3941: 3846: 3716: 3663:distributed uniformly 3624: 3586: 3560: 3537: 3499: 3473: 3446: 3407: 3383: 3331: 3279: 3229: 3202: 3178: 3121: 3084: 3050: 3015: 2967: 2877: 2820: 2751: 2621:for certain maps and 2551: 2509: 2484: 2461: 2409: 2389: 2369: 2298: 2278: 2155: 2128: 2107: 2037: 2017: 1967: 1947: 1900: 1879: 1831: 1795: 1740: 1720: 1700: 1660: 1640: 1587: 1567: 1539: 1497: 1447: 1396: 1372: 1348: 1300: 1242: 1202: 1182: 1158: 1131: 1070: 1043: 980: 941: 900: 860: 828: 788: 752: 627: 592: 539: 467: 386: 367:transformation which 358: 324: 289: 250: 200: 176: 150: 124: 54:(in particular, most 7365:Minkowski inequality 7239:Cylinder set measure 7124:Infinite-dimensional 6739:equivalence relation 6669:Lebesgue integration 6103: 6077: 6054: 6034: 5995: 5972: 5934:Kakutani equivalence 5908: 5900:is endowed with the 5884: 5857: 5818: 5813:equivalence relation 5789: 5763: 5715: 5695: 5653: 5583: 5528: 5501: 5454: 5428: 5408: 5388: 5343: 5246: 5235:{\displaystyle \mu } 5226: 5198: 5178: 5043: 4992: 4849: 4778: 4683: 4656: 4278: 4112: 3961: 3902: 3868:generating partition 3802: 3677: 3595: 3569: 3558:{\displaystyle \nu } 3549: 3508: 3482: 3471:{\displaystyle \mu } 3462: 3423: 3395: 3344: 3292: 3238: 3212: 3200:{\displaystyle \mu } 3191: 3130: 3100: 3070: 3027: 2976: 2928: 2835: 2770: 2703: 2522: 2473: 2419: 2398: 2378: 2307: 2287: 2172: 2153:{\displaystyle \mu } 2144: 2117: 2050: 2026: 1976: 1956: 1921: 1898:{\displaystyle \mu } 1889: 1840: 1820: 1756: 1738:{\displaystyle \mu } 1729: 1709: 1673: 1649: 1607: 1585:{\displaystyle \mu } 1576: 1556: 1510: 1458: 1405: 1381: 1357: 1309: 1251: 1219: 1191: 1171: 1143: 1086: 1055: 989: 950: 912: 869: 837: 797: 765: 636: 604: 548: 485: 395: 384:{\displaystyle \mu } 375: 335: 298: 263: 211: 189: 161: 139: 85: 48:conservative systems 7360:Hölder's inequality 7222:of random variables 7184:Measurable function 7071:Particular measures 6660:Absolute continuity 6353:Hjorth, G. (2001). 6287:10.3934/jmd.2019024 5966: —  5804:{\displaystyle S,T} 5339:Ergodic means that 5169:topological entropy 4644:approximate entropy 4060:Further, given two 2855: 1747:dissipative systems 1051:Consider a mapping 257:probability measure 52:classical mechanics 7546:Information theory 7500:Probability theory 6825:Transverse measure 6803:Non-measurable set 6785:Locally measurable 6109: 6089: 6060: 6040: 6020: 5978: 5960: 5918: 5890: 5867: 5843: 5801: 5775: 5759:. An isomorphism 5749: 5701: 5681: 5631: 5569: 5514: 5487: 5440: 5414: 5394: 5374: 5322: 5232: 5212: 5184: 5112: 5079: 5026: 4967: 4899: 4812: 4761: 4727: 4666: 4621: 4619: 4434: 4254: 4047: 3936: 3841: 3711: 3619: 3581: 3555: 3532: 3494: 3468: 3441: 3402: 3378: 3326: 3274: 3224: 3197: 3173: 3116: 3079: 3045: 3010: 2962: 2872: 2838: 2815: 2746: 2557: 2546: 2514:) preserving map: 2479: 2456: 2404: 2384: 2364: 2293: 2273: 2150: 2136:In the case of an 2123: 2102: 2032: 2012: 1962: 1942: 1895: 1874: 1826: 1790: 1735: 1715: 1695: 1655: 1635: 1582: 1562: 1534: 1502:has the form of a 1492: 1442: 1391: 1367: 1343: 1295: 1237: 1197: 1177: 1153: 1126: 1065: 1038: 975: 936: 895: 855: 823: 783: 747: 742: 622: 587: 534: 462: 381: 353: 319: 284: 245: 195: 171: 145: 119: 76:measure-preserving 7531:Dynamical systems 7518: 7517: 7478: 7477: 7207:almost everywhere 7153:Spherical measure 7051:Strictly positive 6979:Projection-valued 6719:Almost everywhere 6692:Probability space 6542:978-0-521-88885-1 6372:10.4064/FM169-1-2 6339:10.4171/JEMS/1151 6249:978-0-521-57294-1 6112:{\displaystyle k} 6063:{\displaystyle k} 6043:{\displaystyle k} 6030:for some integer 5958: 5893:{\displaystyle U} 5704:{\displaystyle U} 5417:{\displaystyle X} 5397:{\displaystyle A} 5187:{\displaystyle T} 5135:Bernoulli process 5068: 4908: 4884: 4708: 4496: 4469: 4433: 4432: where  4209: 4182: 3856:symbolic dynamics 3336:is then called a 3078: 3020:. Then a mapping 2913:The concept of a 2758:identity function 2652:action of a group 2482:{\displaystyle T} 2407:{\displaystyle N} 2387:{\displaystyle N} 2296:{\displaystyle i} 2126:{\displaystyle X} 2035:{\displaystyle N} 1965:{\displaystyle N} 1829:{\displaystyle T} 1718:{\displaystyle T} 1667:transfer operator 1658:{\displaystyle T} 1596:; it is just the 1594:invariant measure 1565:{\displaystyle T} 1550:transfer operator 1200:{\displaystyle X} 1180:{\displaystyle X} 1167:) and also sends 721: 683: 198:{\displaystyle X} 148:{\displaystyle X} 72:probability space 36:dynamical systems 7558: 7453:Milman's reverse 7436: 7434:Lebesgue measure 7388: 7387: 6792: 6778:infimum/supremum 6699:Measurable space 6639: 6632: 6625: 6616: 6615: 6547: 6546: 6528: 6522: 6521: 6513: 6507: 6506: 6504: 6475: 6469: 6468: 6454: 6448: 6447: 6419: 6413: 6412: 6391: 6385: 6384: 6374: 6350: 6344: 6343: 6341: 6331: 6322:(8): 2605–2690. 6305: 6299: 6298: 6280: 6260: 6254: 6253: 6233: 6227: 6220: 6214: 6213: 6211: 6202: 6196: 6195: 6181: 6175: 6174: 6156: 6118: 6116: 6115: 6110: 6098: 6096: 6095: 6090: 6069: 6067: 6066: 6061: 6049: 6047: 6046: 6041: 6029: 6027: 6026: 6021: 6007: 6006: 5987: 5985: 5984: 5979: 5967: 5964: 5947:Bernoulli shifts 5927: 5925: 5924: 5919: 5917: 5916: 5899: 5897: 5896: 5891: 5876: 5874: 5873: 5868: 5866: 5865: 5852: 5850: 5849: 5844: 5827: 5826: 5810: 5808: 5807: 5802: 5784: 5782: 5781: 5776: 5758: 5756: 5755: 5750: 5733: 5732: 5710: 5708: 5707: 5702: 5690: 5688: 5687: 5682: 5671: 5670: 5640: 5638: 5637: 5632: 5630: 5629: 5617: 5616: 5601: 5600: 5578: 5576: 5575: 5570: 5562: 5561: 5546: 5545: 5523: 5521: 5520: 5515: 5513: 5512: 5496: 5494: 5493: 5488: 5474: 5469: 5461: 5449: 5447: 5446: 5441: 5423: 5421: 5420: 5415: 5403: 5401: 5400: 5395: 5383: 5381: 5380: 5375: 5358: 5357: 5331: 5329: 5328: 5323: 5306: 5295: 5284: 5258: 5257: 5241: 5239: 5238: 5233: 5221: 5219: 5218: 5213: 5211: 5193: 5191: 5190: 5185: 5146:binary expansion 5121: 5119: 5118: 5113: 5105: 5104: 5089: 5088: 5078: 5077: 5055: 5054: 5035: 5033: 5032: 5027: 5010: 5009: 4976: 4974: 4973: 4968: 4963: 4959: 4958: 4957: 4951: 4950: 4937: 4932: 4909: 4901: 4898: 4877: 4876: 4861: 4860: 4821: 4819: 4818: 4813: 4796: 4795: 4770: 4768: 4767: 4762: 4726: 4725: 4724: 4698: 4697: 4675: 4673: 4672: 4667: 4665: 4664: 4630: 4628: 4627: 4622: 4620: 4607: 4603: 4602: 4601: 4600: 4599: 4585: 4584: 4563: 4562: 4561: 4560: 4546: 4545: 4530: 4529: 4528: 4527: 4503: 4500: 4494: 4467: 4445: 4444: 4435: 4431: 4427: 4424: 4420: 4419: 4418: 4417: 4403: 4402: 4381: 4380: 4379: 4378: 4364: 4363: 4348: 4347: 4346: 4345: 4318: 4317: 4304: 4299: 4263: 4261: 4260: 4255: 4238: 4237: 4225: 4224: 4207: 4180: 4152: 4151: 4139: 4138: 4101:}, define their 4056: 4054: 4053: 4048: 4040: 4039: 4030: 4029: 4008: 4007: 3998: 3997: 3976: 3975: 3945: 3943: 3942: 3937: 3920: 3919: 3850: 3848: 3847: 3842: 3837: 3836: 3835: 3834: 3814: 3813: 3720: 3718: 3717: 3712: 3695: 3694: 3661:of the point is 3628: 3626: 3625: 3620: 3590: 3588: 3587: 3582: 3564: 3562: 3561: 3556: 3541: 3539: 3538: 3533: 3503: 3501: 3500: 3495: 3477: 3475: 3474: 3469: 3450: 3448: 3447: 3442: 3411: 3409: 3408: 3403: 3387: 3385: 3384: 3379: 3362: 3361: 3335: 3333: 3332: 3327: 3310: 3309: 3283: 3281: 3280: 3275: 3233: 3231: 3230: 3225: 3206: 3204: 3203: 3198: 3182: 3180: 3179: 3174: 3151: 3150: 3125: 3123: 3122: 3117: 3115: 3114: 3088: 3086: 3085: 3080: 3076: 3054: 3052: 3051: 3046: 3019: 3017: 3016: 3011: 2994: 2993: 2971: 2969: 2968: 2963: 2946: 2945: 2921:may be defined. 2881: 2879: 2878: 2873: 2871: 2870: 2854: 2846: 2824: 2822: 2821: 2816: 2814: 2813: 2795: 2794: 2782: 2781: 2755: 2753: 2752: 2747: 2733: 2732: 2727: 2715: 2714: 2669:parametrized by 2623:Markov processes 2580:Bernoulli scheme 2571:a rotation. See 2555: 2553: 2552: 2547: 2512:Lebesgue measure 2488: 2486: 2485: 2480: 2465: 2463: 2462: 2457: 2452: 2448: 2447: 2428: 2427: 2413: 2411: 2410: 2405: 2393: 2391: 2390: 2385: 2373: 2371: 2370: 2365: 2363: 2362: 2350: 2349: 2337: 2336: 2302: 2300: 2299: 2294: 2282: 2280: 2279: 2274: 2269: 2268: 2255: 2254: 2241: 2240: 2228: 2227: 2215: 2214: 2184: 2183: 2160:is given by the 2159: 2157: 2156: 2151: 2132: 2130: 2129: 2124: 2111: 2109: 2108: 2103: 2098: 2097: 2089: 2080: 2079: 2041: 2039: 2038: 2033: 2021: 2019: 2018: 2013: 2008: 2007: 2002: 1971: 1969: 1968: 1963: 1951: 1949: 1948: 1943: 1909:Informal example 1904: 1902: 1901: 1896: 1883: 1881: 1880: 1875: 1858: 1857: 1835: 1833: 1832: 1827: 1799: 1797: 1796: 1791: 1774: 1773: 1744: 1742: 1741: 1736: 1724: 1722: 1721: 1716: 1704: 1702: 1701: 1696: 1691: 1690: 1664: 1662: 1661: 1656: 1644: 1642: 1641: 1636: 1625: 1624: 1591: 1589: 1588: 1583: 1571: 1569: 1568: 1563: 1543: 1541: 1540: 1535: 1501: 1499: 1498: 1493: 1479: 1478: 1451: 1449: 1448: 1443: 1414: 1413: 1400: 1398: 1397: 1392: 1390: 1389: 1376: 1374: 1373: 1368: 1366: 1365: 1352: 1350: 1349: 1344: 1318: 1317: 1304: 1302: 1301: 1296: 1285: 1284: 1260: 1259: 1246: 1244: 1243: 1238: 1206: 1204: 1203: 1198: 1186: 1184: 1183: 1178: 1162: 1160: 1159: 1154: 1152: 1151: 1135: 1133: 1132: 1127: 1095: 1094: 1074: 1072: 1071: 1066: 1064: 1063: 1047: 1045: 1044: 1039: 1025: 1024: 984: 982: 981: 976: 965: 964: 945: 943: 942: 937: 904: 902: 901: 898:{\displaystyle } 896: 882: 864: 862: 861: 858:{\displaystyle } 856: 832: 830: 829: 826:{\displaystyle } 824: 816: 792: 790: 789: 786:{\displaystyle } 784: 756: 754: 753: 748: 746: 745: 736: 722: 719: 698: 684: 681: 631: 629: 628: 625:{\displaystyle } 623: 596: 594: 593: 588: 543: 541: 540: 535: 506: 505: 471: 469: 468: 463: 434: 433: 413: 412: 390: 388: 387: 382: 362: 360: 359: 354: 328: 326: 325: 320: 293: 291: 290: 285: 254: 252: 251: 246: 226: 225: 204: 202: 201: 196: 180: 178: 177: 172: 170: 169: 154: 152: 151: 146: 128: 126: 125: 120: 103: 102: 7566: 7565: 7561: 7560: 7559: 7557: 7556: 7555: 7521: 7520: 7519: 7514: 7510:Spectral theory 7490:Convex analysis 7474: 7431: 7426: 7379: 7279: 7227:in distribution 7172: 7065: 6895:Logarithmically 6834: 6790: 6773:Essential range 6707: 6648: 6643: 6556: 6554:Further reading 6551: 6550: 6543: 6529: 6525: 6514: 6510: 6476: 6472: 6455: 6451: 6436:10.2307/1968872 6420: 6416: 6409: 6392: 6388: 6351: 6347: 6306: 6302: 6261: 6257: 6250: 6234: 6230: 6221: 6217: 6209: 6203: 6199: 6182: 6178: 6171: 6157: 6150: 6145: 6126: 6121: 6104: 6101: 6100: 6078: 6075: 6074: 6055: 6052: 6051: 6035: 6032: 6031: 6002: 5998: 5996: 5993: 5992: 5973: 5970: 5969: 5965: 5962: 5951:Ornstein theory 5912: 5911: 5909: 5906: 5905: 5904:, then the set 5885: 5882: 5881: 5861: 5860: 5858: 5855: 5854: 5822: 5821: 5819: 5816: 5815: 5790: 5787: 5786: 5764: 5761: 5760: 5728: 5727: 5716: 5713: 5712: 5696: 5693: 5692: 5666: 5665: 5654: 5651: 5650: 5647: 5625: 5621: 5612: 5608: 5596: 5592: 5584: 5581: 5580: 5557: 5553: 5541: 5537: 5529: 5526: 5525: 5508: 5504: 5502: 5499: 5498: 5470: 5462: 5457: 5455: 5452: 5451: 5429: 5426: 5425: 5409: 5406: 5405: 5389: 5386: 5385: 5350: 5346: 5344: 5341: 5340: 5302: 5291: 5280: 5253: 5249: 5247: 5244: 5243: 5227: 5224: 5223: 5207: 5199: 5196: 5195: 5179: 5176: 5175: 5100: 5099: 5084: 5080: 5073: 5072: 5050: 5046: 5044: 5041: 5040: 5005: 5004: 4993: 4990: 4989: 4953: 4952: 4943: 4939: 4933: 4922: 4917: 4913: 4900: 4888: 4872: 4871: 4856: 4852: 4850: 4847: 4846: 4841: 4832: 4791: 4790: 4779: 4776: 4775: 4720: 4719: 4712: 4693: 4692: 4684: 4681: 4680: 4660: 4659: 4657: 4654: 4653: 4652:of a partition 4646: 4640: 4618: 4617: 4595: 4591: 4590: 4586: 4577: 4573: 4556: 4552: 4551: 4547: 4538: 4534: 4523: 4519: 4518: 4514: 4513: 4509: 4502: 4498: 4497: 4440: 4436: 4429: 4426: 4422: 4421: 4413: 4409: 4408: 4404: 4395: 4391: 4374: 4370: 4369: 4365: 4356: 4352: 4341: 4337: 4336: 4332: 4322: 4310: 4306: 4300: 4289: 4281: 4279: 4276: 4275: 4233: 4229: 4220: 4216: 4147: 4143: 4134: 4130: 4113: 4110: 4109: 4100: 4091: 4079: 4073: 4035: 4031: 4022: 4018: 4003: 3999: 3990: 3986: 3968: 3964: 3962: 3959: 3958: 3915: 3914: 3903: 3900: 3899: 3897: 3888: 3880: 3830: 3826: 3825: 3821: 3809: 3805: 3803: 3800: 3799: 3794: 3768: 3737: 3731: 3690: 3689: 3678: 3675: 3674: 3671: 3643: 3596: 3593: 3592: 3570: 3567: 3566: 3550: 3547: 3546: 3509: 3506: 3505: 3483: 3480: 3479: 3463: 3460: 3459: 3424: 3421: 3420: 3396: 3393: 3392: 3357: 3356: 3345: 3342: 3341: 3305: 3304: 3293: 3290: 3289: 3239: 3236: 3235: 3213: 3210: 3209: 3192: 3189: 3188: 3143: 3139: 3131: 3128: 3127: 3110: 3109: 3101: 3098: 3097: 3071: 3068: 3067: 3028: 3025: 3024: 2989: 2988: 2977: 2974: 2973: 2941: 2940: 2929: 2926: 2925: 2911: 2891: 2863: 2859: 2847: 2842: 2836: 2833: 2832: 2803: 2799: 2790: 2786: 2777: 2773: 2771: 2768: 2767: 2728: 2720: 2719: 2710: 2706: 2704: 2701: 2700: 2690: 2659: 2636: 2523: 2520: 2519: 2504: 2474: 2471: 2470: 2437: 2433: 2429: 2423: 2422: 2420: 2417: 2416: 2399: 2396: 2395: 2379: 2376: 2375: 2358: 2354: 2345: 2341: 2332: 2328: 2308: 2305: 2304: 2288: 2285: 2284: 2264: 2260: 2250: 2246: 2236: 2232: 2223: 2219: 2210: 2206: 2179: 2175: 2173: 2170: 2169: 2166:product measure 2145: 2142: 2141: 2118: 2115: 2114: 2090: 2085: 2084: 2075: 2071: 2051: 2048: 2047: 2027: 2024: 2023: 2003: 1998: 1997: 1977: 1974: 1973: 1957: 1954: 1953: 1922: 1919: 1918: 1911: 1890: 1887: 1886: 1853: 1852: 1841: 1838: 1837: 1821: 1818: 1817: 1769: 1768: 1757: 1754: 1753: 1730: 1727: 1726: 1710: 1707: 1706: 1686: 1685: 1674: 1671: 1670: 1650: 1647: 1646: 1620: 1619: 1608: 1605: 1604: 1577: 1574: 1573: 1557: 1554: 1553: 1511: 1508: 1507: 1471: 1467: 1459: 1456: 1455: 1409: 1408: 1406: 1403: 1402: 1385: 1384: 1382: 1379: 1378: 1361: 1360: 1358: 1355: 1354: 1313: 1312: 1310: 1307: 1306: 1277: 1273: 1255: 1254: 1252: 1249: 1248: 1220: 1217: 1216: 1192: 1189: 1188: 1172: 1169: 1168: 1147: 1146: 1144: 1141: 1140: 1090: 1089: 1087: 1084: 1083: 1059: 1058: 1056: 1053: 1052: 1017: 1013: 990: 987: 986: 957: 953: 951: 948: 947: 913: 910: 909: 878: 870: 867: 866: 838: 835: 834: 812: 798: 795: 794: 766: 763: 762: 741: 740: 732: 718: 703: 702: 694: 680: 667: 666: 637: 634: 633: 605: 602: 601: 549: 546: 545: 498: 494: 486: 483: 482: 479: 426: 422: 408: 407: 396: 393: 392: 376: 373: 372: 336: 333: 332: 299: 296: 295: 264: 261: 260: 221: 220: 212: 209: 208: 190: 187: 186: 165: 164: 162: 159: 158: 140: 137: 136: 98: 97: 86: 83: 82: 68: 56:non-dissipative 24: 17: 12: 11: 5: 7564: 7554: 7553: 7551:Measure theory 7548: 7543: 7538: 7533: 7516: 7515: 7513: 7512: 7507: 7502: 7497: 7492: 7486: 7484: 7480: 7479: 7476: 7475: 7473: 7472: 7467: 7462: 7457: 7456: 7455: 7445: 7439: 7437: 7428: 7427: 7425: 7424: 7419: 7417:Sard's theorem 7414: 7409: 7404: 7403: 7402: 7400:Lifting theory 7391: 7385: 7381: 7380: 7378: 7377: 7372: 7367: 7362: 7357: 7356: 7355: 7353:Fubini–Tonelli 7345: 7340: 7335: 7334: 7333: 7328: 7323: 7315: 7314: 7313: 7308: 7303: 7295: 7289: 7287: 7281: 7280: 7278: 7277: 7272: 7267: 7262: 7257: 7252: 7247: 7241: 7236: 7235: 7234: 7232:in probability 7229: 7219: 7214: 7209: 7203: 7202: 7201: 7196: 7191: 7180: 7178: 7174: 7173: 7171: 7170: 7165: 7160: 7155: 7150: 7145: 7144: 7143: 7133: 7128: 7127: 7126: 7116: 7111: 7106: 7101: 7096: 7091: 7086: 7081: 7075: 7073: 7067: 7066: 7064: 7063: 7058: 7053: 7048: 7043: 7038: 7033: 7028: 7023: 7018: 7013: 7012: 7011: 7006: 7001: 6991: 6986: 6981: 6976: 6966: 6961: 6956: 6951: 6946: 6941: 6939:Locally finite 6936: 6926: 6921: 6916: 6911: 6906: 6901: 6891: 6886: 6881: 6876: 6871: 6866: 6861: 6856: 6851: 6845: 6843: 6836: 6835: 6833: 6832: 6827: 6822: 6817: 6812: 6811: 6810: 6800: 6795: 6787: 6782: 6781: 6780: 6770: 6765: 6764: 6763: 6753: 6748: 6743: 6742: 6741: 6731: 6726: 6721: 6715: 6713: 6709: 6708: 6706: 6705: 6696: 6695: 6694: 6684: 6679: 6671: 6666: 6656: 6654: 6653:Basic concepts 6650: 6649: 6646:Measure theory 6642: 6641: 6634: 6627: 6619: 6613: 6612: 6599: 6577:Lai-Sang Young 6574: 6555: 6552: 6549: 6548: 6541: 6523: 6508: 6495:(3): 337–352. 6470: 6449: 6430:(2): 332–350. 6414: 6407: 6386: 6345: 6300: 6255: 6248: 6228: 6215: 6197: 6176: 6169: 6147: 6146: 6144: 6141: 6140: 6139: 6133: 6125: 6122: 6108: 6088: 6085: 6082: 6059: 6039: 6019: 6016: 6013: 6010: 6005: 6001: 5981:{\textstyle T} 5977: 5963:(Krieger 1970) 5956: 5955: 5954: 5944: 5915: 5889: 5864: 5842: 5839: 5836: 5833: 5830: 5825: 5800: 5797: 5794: 5774: 5771: 5768: 5748: 5745: 5742: 5739: 5736: 5731: 5726: 5723: 5720: 5700: 5680: 5677: 5674: 5669: 5664: 5661: 5658: 5646: 5643: 5628: 5624: 5620: 5615: 5611: 5607: 5604: 5599: 5595: 5591: 5588: 5568: 5565: 5560: 5556: 5552: 5549: 5544: 5540: 5536: 5533: 5511: 5507: 5486: 5483: 5480: 5477: 5473: 5468: 5465: 5460: 5439: 5436: 5433: 5413: 5393: 5373: 5370: 5367: 5364: 5361: 5356: 5353: 5349: 5321: 5318: 5315: 5312: 5309: 5305: 5301: 5298: 5294: 5290: 5287: 5283: 5279: 5276: 5273: 5270: 5267: 5264: 5261: 5256: 5252: 5231: 5210: 5206: 5203: 5183: 5123: 5122: 5111: 5108: 5103: 5098: 5095: 5092: 5087: 5083: 5076: 5071: 5067: 5064: 5061: 5058: 5053: 5049: 5036:is defined as 5025: 5022: 5019: 5016: 5013: 5008: 5003: 5000: 4997: 4978: 4977: 4966: 4962: 4956: 4949: 4946: 4942: 4936: 4931: 4928: 4925: 4921: 4916: 4912: 4907: 4904: 4897: 4894: 4891: 4887: 4883: 4880: 4875: 4870: 4867: 4864: 4859: 4855: 4837: 4830: 4811: 4808: 4805: 4802: 4799: 4794: 4789: 4786: 4783: 4772: 4771: 4760: 4757: 4754: 4751: 4748: 4745: 4742: 4739: 4736: 4733: 4730: 4723: 4718: 4715: 4711: 4707: 4704: 4701: 4696: 4691: 4688: 4676:is defined as 4663: 4639: 4636: 4632: 4631: 4616: 4613: 4610: 4606: 4598: 4594: 4589: 4583: 4580: 4576: 4572: 4569: 4566: 4559: 4555: 4550: 4544: 4541: 4537: 4533: 4526: 4522: 4517: 4512: 4508: 4501: 4499: 4493: 4490: 4487: 4484: 4481: 4478: 4475: 4472: 4466: 4463: 4460: 4457: 4454: 4451: 4448: 4443: 4439: 4425: 4423: 4416: 4412: 4407: 4401: 4398: 4394: 4390: 4387: 4384: 4377: 4373: 4368: 4362: 4359: 4355: 4351: 4344: 4340: 4335: 4331: 4328: 4325: 4323: 4321: 4316: 4313: 4309: 4303: 4298: 4295: 4292: 4288: 4284: 4283: 4271:is defined as 4265: 4264: 4253: 4250: 4247: 4244: 4241: 4236: 4232: 4228: 4223: 4219: 4215: 4212: 4206: 4203: 4200: 4197: 4194: 4191: 4188: 4185: 4179: 4176: 4173: 4170: 4167: 4164: 4161: 4158: 4155: 4150: 4146: 4142: 4137: 4133: 4129: 4126: 4123: 4120: 4117: 4096: 4089: 4077: 4071: 4058: 4057: 4046: 4043: 4038: 4034: 4028: 4025: 4021: 4017: 4014: 4011: 4006: 4002: 3996: 3993: 3989: 3985: 3982: 3979: 3974: 3971: 3967: 3935: 3932: 3929: 3926: 3923: 3918: 3913: 3910: 3907: 3893: 3886: 3879: 3876: 3852: 3851: 3840: 3833: 3829: 3824: 3820: 3817: 3812: 3808: 3790: 3766: 3735: 3729: 3710: 3707: 3704: 3701: 3698: 3693: 3688: 3685: 3682: 3670: 3667: 3642: 3641:Generic points 3639: 3631: 3630: 3618: 3615: 3612: 3609: 3606: 3603: 3600: 3580: 3577: 3574: 3554: 3543: 3531: 3528: 3525: 3522: 3519: 3516: 3513: 3493: 3490: 3487: 3467: 3452: 3451: 3440: 3437: 3434: 3431: 3428: 3400: 3377: 3374: 3371: 3368: 3365: 3360: 3355: 3352: 3349: 3325: 3322: 3319: 3316: 3313: 3308: 3303: 3300: 3297: 3286: 3285: 3273: 3270: 3267: 3264: 3261: 3258: 3255: 3252: 3249: 3246: 3243: 3223: 3220: 3217: 3196: 3184: 3172: 3169: 3166: 3163: 3160: 3157: 3154: 3149: 3146: 3142: 3138: 3135: 3113: 3108: 3105: 3094: 3075: 3056: 3055: 3044: 3041: 3038: 3035: 3032: 3009: 3006: 3003: 3000: 2997: 2992: 2987: 2984: 2981: 2961: 2958: 2955: 2952: 2949: 2944: 2939: 2936: 2933: 2910: 2907: 2889: 2884: 2883: 2869: 2866: 2862: 2858: 2853: 2850: 2845: 2841: 2830: 2812: 2809: 2806: 2802: 2798: 2793: 2789: 2785: 2780: 2776: 2765: 2745: 2742: 2739: 2736: 2731: 2726: 2723: 2718: 2713: 2709: 2688: 2657: 2635: 2632: 2631: 2630: 2619: 2608: 2597: 2590: 2583: 2576: 2545: 2540: 2536: 2533: 2530: 2527: 2510:Example of a ( 2503: 2500: 2478: 2455: 2451: 2446: 2443: 2440: 2436: 2432: 2426: 2403: 2383: 2361: 2357: 2353: 2348: 2344: 2340: 2335: 2331: 2327: 2324: 2321: 2318: 2315: 2312: 2292: 2272: 2267: 2263: 2258: 2253: 2249: 2244: 2239: 2235: 2231: 2226: 2222: 2218: 2213: 2209: 2205: 2202: 2199: 2196: 2193: 2190: 2187: 2182: 2178: 2149: 2140:, the measure 2122: 2101: 2096: 2093: 2088: 2083: 2078: 2074: 2070: 2067: 2064: 2061: 2058: 2055: 2031: 2011: 2006: 2001: 1996: 1993: 1990: 1987: 1984: 1981: 1961: 1952:consisting of 1941: 1938: 1935: 1932: 1929: 1926: 1910: 1907: 1894: 1873: 1870: 1867: 1864: 1861: 1856: 1851: 1848: 1845: 1825: 1814:thermalization 1789: 1786: 1783: 1780: 1777: 1772: 1767: 1764: 1761: 1734: 1714: 1694: 1689: 1684: 1681: 1678: 1654: 1634: 1631: 1628: 1623: 1618: 1615: 1612: 1581: 1572:; the measure 1561: 1533: 1530: 1527: 1524: 1521: 1518: 1515: 1491: 1488: 1485: 1482: 1477: 1474: 1470: 1466: 1463: 1441: 1438: 1435: 1432: 1429: 1426: 1423: 1420: 1417: 1412: 1388: 1364: 1342: 1339: 1336: 1333: 1330: 1327: 1324: 1321: 1316: 1294: 1291: 1288: 1283: 1280: 1276: 1272: 1269: 1266: 1263: 1258: 1236: 1233: 1230: 1227: 1224: 1196: 1176: 1150: 1137: 1136: 1125: 1122: 1119: 1116: 1113: 1110: 1107: 1104: 1101: 1098: 1093: 1062: 1037: 1034: 1031: 1028: 1023: 1020: 1016: 1012: 1009: 1006: 1003: 1000: 997: 994: 974: 971: 968: 963: 960: 956: 935: 932: 929: 926: 923: 920: 917: 894: 891: 888: 885: 881: 877: 874: 854: 851: 848: 845: 842: 822: 819: 815: 811: 808: 805: 802: 782: 779: 776: 773: 770: 757:. This is the 744: 739: 735: 731: 728: 725: 720: if  717: 714: 711: 708: 705: 704: 701: 697: 693: 690: 687: 682: if  679: 676: 673: 672: 670: 665: 662: 657: 653: 650: 647: 644: 641: 621: 618: 615: 612: 609: 586: 583: 580: 577: 574: 571: 568: 565: 562: 559: 556: 553: 533: 530: 527: 524: 521: 518: 515: 512: 509: 504: 501: 497: 493: 490: 478: 475: 474: 473: 461: 458: 455: 452: 449: 446: 443: 440: 437: 432: 429: 425: 421: 418: 411: 406: 403: 400: 380: 352: 349: 346: 343: 340: 330: 318: 315: 312: 309: 306: 303: 283: 280: 277: 274: 271: 268: 244: 241: 238: 235: 232: 229: 224: 219: 216: 206: 194: 183:σ-algebra 168: 156: 144: 130: 129: 118: 115: 112: 109: 106: 101: 96: 93: 90: 67: 64: 40:ergodic theory 21:Equal-area map 15: 9: 6: 4: 3: 2: 7563: 7552: 7549: 7547: 7544: 7542: 7539: 7537: 7534: 7532: 7529: 7528: 7526: 7511: 7508: 7506: 7505:Real analysis 7503: 7501: 7498: 7496: 7493: 7491: 7488: 7487: 7485: 7481: 7471: 7468: 7466: 7463: 7461: 7458: 7454: 7451: 7450: 7449: 7446: 7444: 7441: 7440: 7438: 7435: 7429: 7423: 7420: 7418: 7415: 7413: 7410: 7408: 7405: 7401: 7398: 7397: 7396: 7393: 7392: 7389: 7386: 7384:Other results 7382: 7376: 7373: 7371: 7370:Radon–Nikodym 7368: 7366: 7363: 7361: 7358: 7354: 7351: 7350: 7349: 7346: 7344: 7343:Fatou's lemma 7341: 7339: 7336: 7332: 7329: 7327: 7324: 7322: 7319: 7318: 7316: 7312: 7309: 7307: 7304: 7302: 7299: 7298: 7296: 7294: 7291: 7290: 7288: 7286: 7282: 7276: 7273: 7271: 7268: 7266: 7263: 7261: 7258: 7256: 7253: 7251: 7248: 7246: 7242: 7240: 7237: 7233: 7230: 7228: 7225: 7224: 7223: 7220: 7218: 7215: 7213: 7210: 7208: 7205:Convergence: 7204: 7200: 7197: 7195: 7192: 7190: 7187: 7186: 7185: 7182: 7181: 7179: 7175: 7169: 7166: 7164: 7161: 7159: 7156: 7154: 7151: 7149: 7146: 7142: 7139: 7138: 7137: 7134: 7132: 7129: 7125: 7122: 7121: 7120: 7117: 7115: 7112: 7110: 7107: 7105: 7102: 7100: 7097: 7095: 7092: 7090: 7087: 7085: 7082: 7080: 7077: 7076: 7074: 7072: 7068: 7062: 7059: 7057: 7054: 7052: 7049: 7047: 7044: 7042: 7039: 7037: 7034: 7032: 7029: 7027: 7024: 7022: 7019: 7017: 7014: 7010: 7009:Outer regular 7007: 7005: 7004:Inner regular 7002: 7000: 6999:Borel regular 6997: 6996: 6995: 6992: 6990: 6987: 6985: 6982: 6980: 6977: 6975: 6971: 6967: 6965: 6962: 6960: 6957: 6955: 6952: 6950: 6947: 6945: 6942: 6940: 6937: 6935: 6931: 6927: 6925: 6922: 6920: 6917: 6915: 6912: 6910: 6907: 6905: 6902: 6900: 6896: 6892: 6890: 6887: 6885: 6882: 6880: 6877: 6875: 6872: 6870: 6867: 6865: 6862: 6860: 6857: 6855: 6852: 6850: 6847: 6846: 6844: 6842: 6837: 6831: 6828: 6826: 6823: 6821: 6818: 6816: 6813: 6809: 6806: 6805: 6804: 6801: 6799: 6796: 6794: 6788: 6786: 6783: 6779: 6776: 6775: 6774: 6771: 6769: 6766: 6762: 6759: 6758: 6757: 6754: 6752: 6749: 6747: 6744: 6740: 6737: 6736: 6735: 6732: 6730: 6727: 6725: 6722: 6720: 6717: 6716: 6714: 6710: 6704: 6700: 6697: 6693: 6690: 6689: 6688: 6687:Measure space 6685: 6683: 6680: 6678: 6676: 6672: 6670: 6667: 6665: 6661: 6658: 6657: 6655: 6651: 6647: 6640: 6635: 6633: 6628: 6626: 6621: 6620: 6617: 6611: 6608: 6604: 6600: 6598: 6597:0-691-11338-6 6594: 6590: 6586: 6582: 6578: 6575: 6573: 6570: 6569:0-19-853390-X 6566: 6562: 6558: 6557: 6544: 6538: 6534: 6527: 6519: 6512: 6503: 6498: 6494: 6490: 6489: 6484: 6480: 6474: 6466: 6462: 6461: 6453: 6445: 6441: 6437: 6433: 6429: 6425: 6418: 6410: 6408:0-8218-2262-4 6404: 6400: 6396: 6390: 6382: 6378: 6373: 6368: 6364: 6360: 6356: 6349: 6340: 6335: 6330: 6325: 6321: 6317: 6316: 6311: 6304: 6296: 6292: 6288: 6284: 6279: 6274: 6270: 6266: 6259: 6251: 6245: 6241: 6240: 6232: 6226: 6225: 6219: 6208: 6201: 6193: 6189: 6188: 6180: 6172: 6170:0-387-95152-0 6166: 6162: 6155: 6153: 6148: 6137: 6134: 6131: 6128: 6127: 6120: 6106: 6086: 6083: 6080: 6071: 6057: 6037: 6017: 6014: 6011: 6008: 6003: 5999: 5989: 5975: 5952: 5948: 5945: 5942: 5941: 5940: 5937: 5935: 5931: 5903: 5902:weak topology 5887: 5878: 5840: 5837: 5834: 5831: 5828: 5814: 5798: 5795: 5792: 5772: 5769: 5766: 5743: 5740: 5737: 5734: 5724: 5721: 5698: 5675: 5672: 5662: 5659: 5642: 5626: 5622: 5618: 5613: 5609: 5605: 5597: 5593: 5586: 5563: 5558: 5554: 5550: 5542: 5538: 5531: 5509: 5505: 5484: 5481: 5478: 5475: 5466: 5463: 5437: 5434: 5431: 5411: 5391: 5371: 5368: 5362: 5354: 5351: 5347: 5337: 5335: 5316: 5313: 5307: 5299: 5296: 5292: 5288: 5285: 5277: 5274: 5271: 5268: 5262: 5254: 5250: 5229: 5204: 5201: 5181: 5172: 5170: 5166: 5163:If the space 5161: 5159: 5155: 5151: 5150:unit interval 5147: 5144:has a unique 5143: 5140: 5136: 5132: 5128: 5109: 5096: 5093: 5085: 5081: 5065: 5059: 5051: 5047: 5039: 5038: 5037: 5020: 5017: 5014: 5011: 5001: 4998: 4987: 4983: 4980:Finally, the 4964: 4960: 4947: 4944: 4940: 4934: 4929: 4926: 4923: 4919: 4914: 4910: 4905: 4902: 4889: 4881: 4868: 4865: 4857: 4853: 4845: 4844: 4843: 4840: 4836: 4829: 4825: 4806: 4803: 4800: 4797: 4787: 4784: 4758: 4752: 4746: 4743: 4740: 4734: 4728: 4716: 4713: 4709: 4705: 4702: 4686: 4679: 4678: 4677: 4651: 4645: 4635: 4611: 4608: 4604: 4596: 4592: 4587: 4581: 4578: 4574: 4570: 4567: 4564: 4557: 4553: 4548: 4542: 4539: 4535: 4531: 4524: 4520: 4515: 4510: 4506: 4491: 4488: 4485: 4482: 4479: 4476: 4473: 4470: 4464: 4461: 4458: 4455: 4452: 4449: 4446: 4441: 4437: 4414: 4410: 4405: 4399: 4396: 4392: 4388: 4385: 4382: 4375: 4371: 4366: 4360: 4357: 4353: 4349: 4342: 4338: 4333: 4326: 4324: 4319: 4314: 4311: 4307: 4301: 4296: 4293: 4290: 4286: 4274: 4273: 4272: 4270: 4251: 4245: 4242: 4234: 4230: 4226: 4221: 4217: 4210: 4204: 4201: 4198: 4195: 4192: 4189: 4186: 4183: 4177: 4174: 4171: 4168: 4165: 4162: 4159: 4156: 4153: 4148: 4144: 4140: 4135: 4131: 4124: 4121: 4118: 4115: 4108: 4107: 4106: 4104: 4099: 4095: 4088: 4084: 4080: 4070: 4066: 4063: 4044: 4036: 4032: 4026: 4023: 4019: 4015: 4012: 4009: 4004: 4000: 3994: 3991: 3987: 3980: 3977: 3972: 3969: 3965: 3957: 3956: 3955: 3953: 3950:-pullback of 3949: 3946:, define the 3930: 3927: 3924: 3921: 3911: 3908: 3896: 3892: 3885: 3875: 3873: 3869: 3865: 3861: 3857: 3838: 3831: 3827: 3822: 3818: 3815: 3810: 3806: 3798: 3797: 3796: 3793: 3789: 3785: 3781: 3777: 3776:symbolic name 3773: 3769: 3762: 3758: 3754: 3750: 3746: 3742: 3738: 3728: 3724: 3705: 3702: 3699: 3696: 3686: 3683: 3666: 3664: 3660: 3656: 3655:generic point 3652: 3648: 3638: 3636: 3613: 3610: 3604: 3601: 3598: 3578: 3575: 3572: 3552: 3544: 3526: 3523: 3517: 3514: 3511: 3491: 3488: 3485: 3465: 3457: 3456: 3455: 3438: 3432: 3429: 3426: 3419: 3418: 3417: 3415: 3398: 3389: 3372: 3369: 3366: 3363: 3353: 3350: 3339: 3320: 3317: 3314: 3311: 3301: 3298: 3268: 3265: 3259: 3256: 3250: 3247: 3241: 3221: 3218: 3215: 3208: 3194: 3185: 3167: 3161: 3158: 3152: 3147: 3144: 3140: 3133: 3106: 3103: 3095: 3092: 3073: 3065: 3064: 3063: 3061: 3042: 3036: 3033: 3030: 3023: 3022: 3021: 3004: 3001: 2998: 2995: 2985: 2982: 2956: 2953: 2950: 2947: 2937: 2934: 2922: 2920: 2916: 2909:Homomorphisms 2906: 2904: 2900: 2896: 2892: 2867: 2864: 2860: 2856: 2851: 2848: 2843: 2839: 2831: 2828: 2810: 2807: 2804: 2800: 2796: 2791: 2787: 2783: 2778: 2774: 2766: 2763: 2759: 2743: 2737: 2734: 2729: 2716: 2711: 2707: 2699: 2698: 2697: 2695: 2691: 2684: 2680: 2676: 2672: 2668: 2664: 2660: 2653: 2649: 2645: 2641: 2628: 2624: 2620: 2617: 2613: 2609: 2606: 2602: 2598: 2595: 2591: 2588: 2584: 2581: 2577: 2574: 2570: 2566: 2562: 2561: 2560: 2543: 2538: 2534: 2531: 2525: 2517: 2513: 2508: 2499: 2495: 2492: 2476: 2467: 2453: 2449: 2444: 2441: 2438: 2434: 2430: 2401: 2381: 2359: 2355: 2351: 2346: 2342: 2338: 2333: 2329: 2325: 2322: 2319: 2316: 2313: 2310: 2290: 2270: 2265: 2261: 2256: 2251: 2247: 2237: 2233: 2229: 2224: 2220: 2216: 2211: 2207: 2203: 2200: 2197: 2194: 2191: 2188: 2180: 2176: 2168:, in that if 2167: 2163: 2147: 2139: 2134: 2120: 2099: 2094: 2091: 2081: 2076: 2068: 2065: 2062: 2059: 2056: 2045: 2029: 2009: 2004: 1994: 1991: 1988: 1985: 1982: 1979: 1959: 1939: 1936: 1933: 1930: 1927: 1924: 1916: 1906: 1892: 1868: 1865: 1862: 1859: 1849: 1846: 1823: 1815: 1811: 1807: 1803: 1784: 1781: 1778: 1775: 1765: 1762: 1750: 1748: 1732: 1712: 1682: 1679: 1668: 1652: 1629: 1626: 1616: 1613: 1601: 1599: 1595: 1579: 1559: 1551: 1547: 1525: 1519: 1513: 1505: 1483: 1475: 1472: 1468: 1461: 1453: 1439: 1433: 1427: 1424: 1418: 1337: 1331: 1328: 1322: 1289: 1281: 1278: 1274: 1270: 1264: 1234: 1228: 1225: 1222: 1214: 1210: 1194: 1174: 1166: 1120: 1114: 1105: 1099: 1096: 1082: 1081: 1080: 1078: 1049: 1029: 1021: 1018: 1014: 1007: 1004: 998: 992: 969: 961: 958: 954: 930: 927: 924: 918: 915: 906: 889: 886: 883: 879: 875: 849: 846: 843: 817: 813: 809: 806: 803: 777: 774: 771: 760: 759:Bernoulli map 737: 733: 729: 726: 723: 715: 712: 709: 706: 699: 695: 691: 688: 685: 677: 674: 668: 663: 660: 655: 651: 648: 645: 642: 639: 616: 613: 610: 598: 581: 575: 572: 563: 557: 551: 528: 522: 519: 510: 502: 499: 495: 488: 456: 450: 447: 438: 430: 427: 423: 416: 404: 401: 378: 370: 366: 350: 344: 341: 338: 331: 316: 313: 301: 281: 278: 272: 266: 258: 239: 236: 233: 217: 214: 207: 192: 184: 157: 142: 135: 134: 133: 113: 110: 107: 104: 94: 91: 81: 80: 79: 77: 73: 63: 61: 57: 53: 49: 45: 41: 37: 33: 29: 22: 7285:Main results 7021:Set function 6949:Metric outer 6904:Decomposable 6761:Cylinder set 6674: 6609: 6607:PDF-Document 6602: 6588: 6571: 6560: 6532: 6526: 6517: 6511: 6492: 6486: 6479:Ornstein, D. 6473: 6464: 6458: 6452: 6427: 6423: 6417: 6398: 6395:Ornstein, D. 6389: 6365:(1): 51–84. 6362: 6358: 6348: 6319: 6313: 6303: 6268: 6264: 6258: 6238: 6231: 6222: 6218: 6200: 6191: 6185: 6179: 6163:. Springer. 6160: 6072: 5990: 5957: 5938: 5879: 5648: 5338: 5334:logistic map 5173: 5164: 5162: 5157: 5153: 5139:almost every 5124: 4985: 4981: 4979: 4838: 4834: 4827: 4823: 4773: 4647: 4633: 4268: 4266: 4097: 4093: 4086: 4082: 4075: 4068: 4064: 4059: 3951: 3947: 3894: 3890: 3883: 3881: 3871: 3867: 3863: 3862:is called a 3859: 3853: 3795:} such that 3791: 3787: 3783: 3779: 3775: 3771: 3764: 3760: 3756: 3752: 3748: 3744: 3733: 3726: 3722: 3672: 3654: 3653:is called a 3650: 3646: 3644: 3632: 3565:-almost all 3478:-almost all 3453: 3413: 3390: 3337: 3287: 3059: 3057: 2923: 2915:homomorphism 2912: 2902: 2898: 2894: 2887: 2885: 2827:well-defined 2761: 2693: 2686: 2682: 2678: 2674: 2670: 2666: 2662: 2655: 2639: 2637: 2568: 2558: 2515: 2496: 2468: 2374:, then, for 2135: 2044:single point 2043: 1912: 1751: 1602: 1454: 1209:conservative 1138: 1050: 907: 632:, and a map 599: 480: 371:the measure 131: 69: 31: 25: 7245:compact set 7212:of measures 7148:Pushforward 7141:Projections 7131:Logarithmic 6974:Probability 6964:Pre-measure 6746:Borel space 6664:of measures 6271:: 345–423. 6070:generator. 5811:defines an 5142:real number 5131:Yakov Sinai 3288:The system 3207:-almost all 2919:isomorphism 2646:(or even a 2565:unit circle 1504:pushforward 1247:by writing 28:mathematics 7525:Categories 7217:in measure 6944:Maximising 6914:Equivalent 6808:Vitali set 6467:: 797–800. 6359:Fund. Math 6329:1705.04414 6278:1703.07093 6194:: 768–771. 6143:References 5125:where the 4642:See also: 4103:refinement 4062:partitions 3759:, clearly 3721:, and let 3591:, one has 3504:, one has 3234:, one has 3126:, one has 3091:measurable 2164:. It is a 1810:turbulence 1506:, whereas 1213:surjective 1165:Borel sets 1077:power sets 477:Discussion 365:measurable 259:, so that 66:Definition 7331:Maharam's 7301:Dominated 7114:Intensity 7109:Hausdorff 7016:Saturated 6934:Invariant 6839:Types of 6798:σ-algebra 6768:𝜆-system 6734:Borel set 6729:Baire set 6295:119128525 6084:⁡ 6015:⁡ 6009:≤ 5953:for more. 5930:Borel set 5928:is not a 5835:× 5829:⊂ 5770:∼ 5738:μ 5676:μ 5606:∩ 5567:∅ 5551:∩ 5485:ϵ 5476:≥ 5432:ϵ 5352:− 5308:μ 5278:⁡ 5272:∫ 5255:μ 5230:μ 5205:⊂ 5086:μ 5052:μ 5021:μ 4945:− 4920:⋁ 4896:∞ 4893:→ 4858:μ 4807:μ 4747:μ 4744:⁡ 4729:μ 4717:∈ 4710:∑ 4706:− 4579:− 4571:∩ 4568:⋯ 4565:∩ 4540:− 4532:∩ 4507:μ 4483:… 4471:ℓ 4456:… 4442:ℓ 4397:− 4389:∩ 4386:⋯ 4383:∩ 4358:− 4350:∩ 4312:− 4287:⋁ 4227:∩ 4211:μ 4196:… 4169:… 4154:∣ 4141:∩ 4119:∨ 4024:− 4013:… 3992:− 3970:− 3931:μ 3864:generator 3819:∈ 3741:partition 3706:μ 3611:ψ 3605:φ 3576:∈ 3553:ν 3524:φ 3518:ψ 3489:∈ 3466:μ 3436:→ 3427:ψ 3399:φ 3367:μ 3315:ν 3266:φ 3242:φ 3219:∈ 3195:μ 3162:ν 3145:− 3141:φ 3134:μ 3107:∈ 3096:For each 3074:φ 3040:→ 3031:φ 2999:ν 2951:μ 2865:− 2849:− 2784:∘ 2741:→ 2601:base flow 2529:↦ 2439:− 2148:μ 2138:ideal gas 2082:× 2066:× 2060:× 1995:× 1989:× 1983:× 1934:× 1928:× 1893:μ 1863:μ 1779:μ 1733:μ 1630:μ 1580:μ 1514:μ 1473:− 1462:μ 1279:− 1232:→ 1112:→ 1019:− 1008:μ 993:μ 959:− 919:⊂ 713:− 576:μ 552:μ 523:μ 500:− 489:μ 451:μ 428:− 417:μ 405:∈ 399:∀ 379:μ 369:preserves 348:→ 308:∅ 302:μ 267:μ 228:→ 215:μ 155:is a set, 108:μ 7348:Fubini's 7338:Egorov's 7306:Monotone 7265:variable 7243:Random: 7194:Strongly 7119:Lebesgue 7104:Harmonic 7094:Gaussian 7079:Counting 7046:Spectral 7041:Singular 7031:s-finite 7026:σ-finite 6909:Discrete 6884:Complete 6841:Measures 6815:Null set 6703:function 6481:(1970). 6381:55619325 6124:See also 5467:′ 5384:implies 5127:supremum 3645:A point 3635:category 3391:The map 3066:The map 2661: : 2502:Examples 1669:, fixes 1546:pullback 391:, i.e., 7536:Entropy 7260:process 7255:measure 7250:element 7189:Bochner 7163:Trivial 7158:Tangent 7136:Product 6994:Regular 6972:)  6959:Perfect 6932:)  6897:)  6889:Content 6879:Complex 6820:Support 6793:-system 6682:Measure 6589:Entropy 6444:1968872 6426:. (2). 4833:, ..., 4650:entropy 4092:, ..., 4074:, ..., 3889:, ..., 3739:} be a 3732:, ..., 3657:if the 2917:and an 2133:above. 7326:Jordan 7311:Vitali 7270:vector 7199:Weakly 7061:Vector 7036:Signed 6989:Random 6930:Quasi- 6919:Finite 6899:Convex 6859:Banach 6849:Atomic 6677:spaces 6662:  6595:  6567:  6539:  6442:  6405:  6379:  6293:  6246:  6167:  5961:  5222:, and 4495:  4468:  4208:  4181:  4081:} and 3412:is an 3338:factor 3077:  2756:, the 2644:monoid 2625:, the 2567:, and 1806:mixing 294:, and 74:and a 38:, and 7168:Young 7089:Euler 7084:Dirac 7056:Tight 6984:Radon 6954:Outer 6924:Inner 6874:Brown 6869:Borel 6864:Besov 6854:Baire 6440:JSTOR 6377:S2CID 6324:arXiv 6291:S2CID 6273:arXiv 6210:(PDF) 3747:into 3659:orbit 3058:is a 2681:, or 2648:group 2614:) by 2603:of a 363:is a 255:is a 185:over 181:is a 7432:For 7321:Hahn 7177:Maps 7099:Haar 6970:Sub- 6724:Atom 6712:Sets 6593:ISBN 6565:ISBN 6537:ISBN 6403:ISBN 6244:ISBN 6165:ISBN 5435:> 4648:The 4609:> 4243:> 3545:for 3458:for 3186:For 2972:and 2897:for 2677:(or 2599:the 2585:the 2578:the 1913:The 1705:and 1215:map 727:> 689:< 30:, a 6581:pdf 6497:doi 6465:147 6432:doi 6367:doi 6363:169 6334:doi 6283:doi 6192:124 5991:If 5579:or 5174:If 5070:sup 4984:or 4886:lim 4826:= { 4741:log 4105:as 4085:= { 4067:= { 3954:as 3866:or 3778:of 3743:of 3725:= { 3340:of 3089:is 2760:on 2539:mod 1187:to 1075:of 656:mod 26:In 7527:: 6585:ps 6583:; 6491:. 6485:. 6463:. 6438:. 6428:43 6375:. 6361:. 6357:. 6332:. 6320:24 6318:. 6312:. 6289:. 6281:. 6269:15 6267:. 6190:. 6151:^ 6081:ln 6012:ln 5641:. 5450:, 5336:. 5275:ln 5160:. 3772:Tx 3755:∈ 3649:∈ 3388:. 2905:. 2901:∈ 2893:= 2673:∈ 2665:→ 2544:1. 1812:, 1808:, 1452:. 1079:: 1048:. 62:. 6968:( 6928:( 6893:( 6791:π 6701:/ 6675:L 6638:e 6631:t 6624:v 6545:. 6505:. 6499:: 6493:4 6446:. 6434:: 6411:. 6383:. 6369:: 6342:. 6336:: 6326:: 6297:. 6285:: 6275:: 6252:. 6212:. 6173:. 6107:k 6087:k 6058:k 6038:k 6018:k 6004:T 6000:h 5976:T 5914:R 5888:U 5863:R 5841:. 5838:U 5832:U 5824:R 5799:T 5796:, 5793:S 5773:T 5767:S 5747:) 5744:T 5741:, 5735:, 5730:B 5725:, 5722:X 5719:( 5699:U 5679:) 5673:, 5668:B 5663:, 5660:X 5657:( 5627:i 5623:I 5619:= 5614:i 5610:I 5603:) 5598:i 5594:I 5590:( 5587:T 5564:= 5559:i 5555:I 5548:) 5543:i 5539:I 5535:( 5532:T 5510:i 5506:I 5482:+ 5479:1 5472:| 5464:T 5459:| 5438:0 5412:X 5392:A 5372:A 5369:= 5366:) 5363:A 5360:( 5355:1 5348:T 5320:) 5317:x 5314:d 5311:( 5304:| 5300:x 5297:d 5293:/ 5289:T 5286:d 5282:| 5269:= 5266:) 5263:T 5260:( 5251:h 5209:R 5202:X 5182:T 5165:X 5158:x 5154:x 5110:. 5107:) 5102:Q 5097:, 5094:T 5091:( 5082:h 5075:Q 5066:= 5063:) 5060:T 5057:( 5048:h 5024:) 5018:, 5015:T 5012:, 5007:B 5002:, 4999:X 4996:( 4965:. 4961:) 4955:Q 4948:n 4941:T 4935:N 4930:0 4927:= 4924:n 4915:( 4911:H 4906:N 4903:1 4890:N 4882:= 4879:) 4874:Q 4869:, 4866:T 4863:( 4854:h 4839:k 4835:Q 4831:1 4828:Q 4824:Q 4810:) 4804:, 4801:T 4798:, 4793:B 4788:, 4785:X 4782:( 4759:. 4756:) 4753:Q 4750:( 4738:) 4735:Q 4732:( 4722:Q 4714:Q 4703:= 4700:) 4695:Q 4690:( 4687:H 4662:Q 4615:} 4612:0 4605:) 4597:N 4593:i 4588:Q 4582:N 4575:T 4558:1 4554:i 4549:Q 4543:1 4536:T 4525:0 4521:i 4516:Q 4511:( 4492:, 4489:N 4486:, 4480:, 4477:0 4474:= 4465:, 4462:k 4459:, 4453:, 4450:1 4447:= 4438:i 4415:N 4411:i 4406:Q 4400:N 4393:T 4376:1 4372:i 4367:Q 4361:1 4354:T 4343:0 4339:i 4334:Q 4330:{ 4327:= 4320:Q 4315:n 4308:T 4302:N 4297:0 4294:= 4291:n 4252:. 4249:} 4246:0 4240:) 4235:j 4231:R 4222:i 4218:Q 4214:( 4205:, 4202:m 4199:, 4193:, 4190:1 4187:= 4184:j 4178:, 4175:k 4172:, 4166:, 4163:1 4160:= 4157:i 4149:j 4145:R 4136:i 4132:Q 4128:{ 4125:= 4122:R 4116:Q 4098:m 4094:R 4090:1 4087:R 4083:R 4078:k 4076:Q 4072:1 4069:Q 4065:Q 4045:. 4042:} 4037:k 4033:Q 4027:1 4020:T 4016:, 4010:, 4005:1 4001:Q 3995:1 3988:T 3984:{ 3981:= 3978:Q 3973:1 3966:T 3952:Q 3948:T 3934:) 3928:, 3925:T 3922:, 3917:B 3912:, 3909:X 3906:( 3895:k 3891:Q 3887:1 3884:Q 3872:x 3860:Q 3839:. 3832:n 3828:a 3823:Q 3816:x 3811:n 3807:T 3792:n 3788:a 3784:Q 3780:x 3767:i 3765:Q 3761:x 3757:X 3753:x 3749:k 3745:X 3736:k 3734:Q 3730:1 3727:Q 3723:Q 3709:) 3703:, 3700:T 3697:, 3692:B 3687:, 3684:X 3681:( 3651:X 3647:x 3629:. 3617:) 3614:y 3608:( 3602:= 3599:y 3579:Y 3573:y 3542:; 3530:) 3527:x 3521:( 3515:= 3512:x 3492:X 3486:x 3439:X 3433:Y 3430:: 3376:) 3373:T 3370:, 3364:, 3359:A 3354:, 3351:X 3348:( 3324:) 3321:S 3318:, 3312:, 3307:B 3302:, 3299:Y 3296:( 3284:. 3272:) 3269:x 3263:( 3260:S 3257:= 3254:) 3251:x 3248:T 3245:( 3222:X 3216:x 3183:. 3171:) 3168:B 3165:( 3159:= 3156:) 3153:B 3148:1 3137:( 3112:B 3104:B 3093:. 3043:Y 3037:X 3034:: 3008:) 3005:S 3002:, 2996:, 2991:B 2986:, 2983:Y 2980:( 2960:) 2957:T 2954:, 2948:, 2943:A 2938:, 2935:X 2932:( 2903:N 2899:s 2895:T 2890:s 2888:T 2868:s 2861:T 2857:= 2852:1 2844:s 2840:T 2829:; 2811:s 2808:+ 2805:t 2801:T 2797:= 2792:t 2788:T 2779:s 2775:T 2764:; 2762:X 2744:X 2738:X 2735:: 2730:X 2725:d 2722:i 2717:= 2712:0 2708:T 2694:T 2689:s 2687:T 2683:N 2679:R 2675:Z 2671:s 2667:X 2663:X 2658:s 2656:T 2640:T 2618:; 2607:; 2596:; 2589:; 2582:; 2575:; 2569:T 2535:x 2532:2 2526:x 2516:T 2477:T 2454:. 2450:) 2445:N 2442:3 2435:2 2431:( 2425:O 2402:N 2382:N 2360:z 2356:v 2352:, 2347:y 2343:v 2339:, 2334:x 2330:v 2326:, 2323:z 2320:, 2317:y 2314:, 2311:x 2291:i 2271:p 2266:3 2262:d 2257:x 2252:3 2248:d 2243:) 2238:z 2234:v 2230:, 2225:y 2221:v 2217:, 2212:x 2208:v 2204:, 2201:z 2198:, 2195:y 2192:, 2189:x 2186:( 2181:i 2177:p 2121:X 2100:. 2095:N 2092:3 2087:R 2077:N 2073:) 2069:h 2063:l 2057:w 2054:( 2030:N 2010:. 2005:3 2000:R 1992:h 1986:l 1980:w 1960:N 1940:, 1937:h 1931:l 1925:w 1872:) 1869:T 1866:, 1860:, 1855:B 1850:, 1847:X 1844:( 1824:T 1788:) 1785:T 1782:, 1776:, 1771:B 1766:, 1763:X 1760:( 1713:T 1693:) 1688:B 1683:, 1680:X 1677:( 1653:T 1633:) 1627:, 1622:B 1617:, 1614:X 1611:( 1560:T 1532:) 1529:) 1526:A 1523:( 1520:T 1517:( 1490:) 1487:) 1484:A 1481:( 1476:1 1469:T 1465:( 1440:; 1437:) 1434:A 1431:( 1428:T 1425:= 1422:) 1419:A 1416:( 1411:T 1387:T 1363:T 1341:) 1338:A 1335:( 1332:T 1329:= 1326:) 1323:A 1320:( 1315:T 1293:) 1290:A 1287:( 1282:1 1275:T 1271:= 1268:) 1265:A 1262:( 1257:T 1235:X 1229:X 1226:: 1223:T 1195:X 1175:X 1149:T 1124:) 1121:X 1118:( 1115:P 1109:) 1106:X 1103:( 1100:P 1097:: 1092:T 1061:T 1036:) 1033:) 1030:A 1027:( 1022:1 1015:T 1011:( 1005:= 1002:) 999:A 996:( 973:) 970:A 967:( 962:1 955:T 934:] 931:1 928:, 925:0 922:[ 916:A 893:] 890:1 887:, 884:2 880:/ 876:1 873:[ 853:] 850:1 847:, 844:0 841:[ 821:] 818:2 814:/ 810:1 807:, 804:0 801:[ 781:] 778:1 775:, 772:0 769:[ 738:2 734:/ 730:1 724:x 716:1 710:x 707:2 700:2 696:/ 692:1 686:x 678:x 675:2 669:{ 664:= 661:1 652:x 649:2 646:= 643:x 640:T 620:] 617:1 614:, 611:0 608:[ 585:) 582:A 579:( 573:= 570:) 567:) 564:A 561:( 558:T 555:( 532:) 529:A 526:( 520:= 517:) 514:) 511:A 508:( 503:1 496:T 492:( 472:. 460:) 457:A 454:( 448:= 445:) 442:) 439:A 436:( 431:1 424:T 420:( 410:B 402:A 351:X 345:X 342:: 339:T 329:, 317:0 314:= 311:) 305:( 282:1 279:= 276:) 273:X 270:( 243:] 240:1 237:, 234:0 231:[ 223:B 218:: 205:, 193:X 167:B 143:X 117:) 114:T 111:, 105:, 100:B 95:, 92:X 89:( 23:.

Index

Equal-area map
mathematics
dynamical systems
ergodic theory
Poincaré recurrence theorem
conservative systems
classical mechanics
non-dissipative
thermodynamic equilibrium
probability space
measure-preserving
σ-algebra
probability measure
measurable
preserves
Bernoulli map
power sets
Borel sets
conservative
surjective
pushforward
pullback
transfer operator
invariant measure
Frobenius–Perron eigenvector
transfer operator
dissipative systems
thermodynamic equilibrium
mixing
turbulence

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