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σ-algebra

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is involved, one is concerned with sets that represent only part of all the possible information that can be observed. This partial information can be characterized with a smaller σ-algebra which is a subset of the principal σ-algebra; it consists of the collection of subsets relevant only to and
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These subsets will be called the measurable sets. They are closed under operations that one would expect for measurable sets, that is, the complement of a measurable set is a measurable set and the countable union of measurable sets is a measurable set. Non-empty collections of sets with these
9268:{\displaystyle {\mathcal {B}}(\mathbb {R} ^{n})=\sigma \left(\left\{(-\infty ,b_{1}]\times \cdots \times (-\infty ,b_{n}]:b_{i}\in \mathbb {R} \right\}\right)=\sigma \left(\left\{\left(a_{1},b_{1}\right]\times \cdots \times \left(a_{n},b_{n}\right]:a_{i},b_{i}\in \mathbb {R} \right\}\right).} 4350: 2349: 8859: 4492: 10517: 9780: 7880: 9966: 4859: 4703: 9624: 4777: 11133: 5661:
of the two sets. The symmetric difference of two distinct sets can have measure zero; hence the pseudometric as defined above need not to be a true metric. However, if sets whose symmetric difference has measure zero are identified into a single
10858: 9372: 1862: 2111: 1259: 731: 10362:{\displaystyle C_{n}\left(B_{1},\dots ,B_{n}\right)=\left(B_{1}\times \cdots \times B_{n}\times \mathbb {R} ^{\infty }\right)\cap X=\left\{\left(x_{1},x_{2},\ldots ,x_{n},x_{n+1},\ldots \right)\in X:x_{i}\in B_{i},1\leq i\leq n\right\},} 4624: 10531:. Note that the two σ-algebra are equal for separable spaces. For some nonseparable spaces, some maps are ball measurable even though they are not Borel measurable, making use of the ball σ-algebra useful in the analysis of such maps. 2256: 4259: 3986: 2263: 1715: 8722: 4355: 10372: 9631: 8959: 11016: 7701: 6638: 4066: 9843: 6936: 337: 6091:
in the sense that, if the filtered probability space is interpreted as a random experiment, the maximum information that can be found out about the experiment from arbitrarily often repeating it until the time
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flips of the coin, you may want to determine or revise your betting strategy in advance of the next flip. The observed information at that point can be described in terms of the 2 possibilities for the first
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this can be thought of as making precise a notion of "size" or "volume" for sets. We want the size of the union of disjoint sets to be the sum of their individual sizes, even for an infinite sequence of
5196:-algebra since the real line has infinite measure and thus cannot be obtained by their countable union. If, instead of zero measure, one takes measurable subsets of finite Lebesgue measure, those are a 5509: 6389: 1163: 10624: 9838: 9463: 4712: 4564: 2805: 6869: 11058: 3726: 5093: 13117: 13022: 12924: 5334: 1631: 5836: 5292: 1467: 962: 13792: 8326: 3638:
One of the most fundamental uses of the π-λ theorem is to show equivalence of separately defined measures or integrals. For example, it is used to equate a probability for a random variable
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implies that when the size under consideration is the ordinary notion of length for subsets of the real line, then there exist sets for which no size exists, for example, the
13677: 13611: 6731: 2159: 13759: 13384: 12268: 12137: 12105: 11471: 11361: 6766: 5438: 10965: 9434: 3852: 3771: 3275:) is an essential tool for proving many results about properties of specific σ-algebras. It capitalizes on the nature of two simpler classes of sets, namely the following. 2630: 216: 13580: 13521: 12222: 11591: 11503: 10075: 8256: 6508: 5043: 4215: 3874: 3119: 2842: 1639: 357: 7147: 5642:-algebra is separable (since every Lebesgue measurable set is equivalent to some Borel set) but not countably generated (since its cardinality is higher than continuum). 5253: 4938: 4242: 4098: 3634: 110: 14063:
is finite, then such a measure algebra is also a metric space, with the distance between the two sets being the measure of their symmetric difference. Then, we say that
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There are at least three key motivators for σ-algebras: defining measures, manipulating limits of sets, and managing partial information characterized by sets.
456: 236: 4021: 146:, where it is interpreted as the collection of events which can be assigned probabilities. Also, in probability, σ-algebras are pivotal in the definition of 6064: 8395:(for example, a separable complete metric space with its associated Borel sets), then the converse is also true. Examples of standard Borel spaces include 3936: 1409:{\displaystyle \liminf _{n\to \infty }A_{n}=\bigcup _{n=1}^{\infty }\bigcap _{m=n}^{\infty }A_{m}=\bigcup _{n=1}^{\infty }A_{n}\cap A_{n+1}\cap \cdots .} 881:{\displaystyle \limsup _{n\to \infty }A_{n}=\bigcap _{n=1}^{\infty }\bigcup _{m=n}^{\infty }A_{m}=\bigcap _{n=1}^{\infty }A_{n}\cup A_{n+1}\cup \cdots .} 8866: 7234: 10970: 14174:
van der Vaart, A. W., & Wellner, J. A. (1996). Weak Convergence and Empirical Processes. In Springer Series in Statistics. Springer New York.
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can be properly metrized by the induced metric. If the measure space is separable, it can be shown that the corresponding metric space is, too.
4345:{\displaystyle \bigvee _{\alpha \in {\mathcal {A}}}\Sigma _{\alpha }=\sigma \left(\bigcup _{\alpha \in {\mathcal {A}}}\Sigma _{\alpha }\right).} 6539: 2344:{\displaystyle {\mathcal {G}}_{1}\subseteq {\mathcal {G}}_{2}\subseteq {\mathcal {G}}_{3}\subseteq \cdots \subseteq {\mathcal {G}}_{\infty },} 134:; specifically, the collection of those subsets for which a given measure is defined is necessarily a σ-algebra. This concept is important in 8854:{\displaystyle \Sigma _{1}\times \Sigma _{2}=\sigma \left(\left\{B_{1}\times B_{2}:B_{1}\in \Sigma _{1},B_{2}\in \Sigma _{2}\right\}\right).} 4487:{\displaystyle {\mathcal {P}}=\left\{\bigcap _{i=1}^{n}A_{i}:A_{i}\in \Sigma _{\alpha _{i}},\alpha _{i}\in {\mathcal {A}},\ n\geq 1\right\}.} 10512:{\displaystyle \Sigma _{n}=\sigma \left(\{C_{n}\left(B_{1},\dots ,B_{n}\right):B_{i}\in {\mathcal {B}}(\mathbb {R} ),1\leq i\leq n\}\right)} 6874: 3665: 241: 9775:{\displaystyle \left\{C_{t_{1},\dots ,t_{n}}\left(B_{1},\dots ,B_{n}\right):B_{i}\in {\mathcal {B}}(\mathbb {R} ),1\leq i\leq n\right\}} 11403: 1879:
Imagine you and another person are betting on a game that involves flipping a coin repeatedly and observing whether it comes up Heads (
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of all subsets with the property is a Dynkin system can also be straightforward. Dynkin's π-λ Theorem then implies that all sets in
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The intersection of a collection of σ-algebras is a σ-algebra. To emphasize its character as a σ-algebra, it often is denoted by:
7875:{\displaystyle \sigma (f)=\sigma \left(\left\{f^{-1}(\left\times \cdots \times \left):a_{i},b_{i}\in \mathbb {R} \right\}\right).} 5454: 9961:{\displaystyle {\mathcal {F}}_{X}=\bigcup _{n=1}^{\infty }\bigcup _{t_{i}\in \mathbb {T} ,i\leq n}\Sigma _{t_{1},\dots ,t_{n}}} 6344: 1099: 10586: 9785: 4529: 2742: 13913: 13856: 6815: 11021: 1919:). Since you and your opponent are each infinitely wealthy, there is no limit to how long the game can last. This means the 635:. For this, closure under countable unions and intersections is paramount. Set limits are defined as follows on σ-algebras. 4854:{\displaystyle \sigma ({\mathcal {P}})\subseteq \sigma \left(\bigcup _{\alpha \in {\mathcal {A}}}\Sigma _{\alpha }\right).} 162: 10527:
The ball σ-algebra is the smallest σ-algebra containing all the open (and/or closed) balls. This is never larger than the
5048: 4698:{\displaystyle \sigma \left(\bigcup _{\alpha \in {\mathcal {A}}}\Sigma _{\alpha }\right)\subseteq \sigma ({\mathcal {P}})} 13092: 12997: 12899: 5297: 1575: 4706: 4253: 3489: 5791: 5258: 1423: 918: 13764: 8477:). This σ-algebra is not, in general, the whole power set. For a non-trivial example that is not a Borel set, see the 469:
and adding in all countable unions, countable intersections, and relative complements and continuing this process (by
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which are countable or whose complements are countable is a σ-algebra (which is distinct from the power set of
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Clearly a σ-algebra of subsets is also an algebra of subsets, so the basic results for algebras in still hold.
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There are many families of subsets that generate useful σ-algebras. Some of these are presented here.
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may or may not itself be a σ-algebra). It is, in fact, the intersection of all σ-algebras containing
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Since certain π-systems are relatively simple classes, it may not be hard to verify that all sets in
2811: 1857:{\displaystyle \lim _{n\to \infty }A_{n}:=\liminf _{n\to \infty }A_{n}=\limsup _{n\to \infty }A_{n}.} 1416:
It consists of all points that are in all but finitely many of these sets (or equivalently, that are
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then the collection of all unions of sets in the partition (including the empty set) is a σ-algebra.
77: 13815: 13740: 13365: 12243: 12112: 12080: 11452: 11342: 6736: 5419: 14224: 10945: 9414: 5204:-ring, since the real line can be obtained by their countable union yet its measure is not finite. 3832: 3751: 2606: 171: 13559: 13506: 12201: 11570: 11487: 10058: 8208: 6466: 5016: 4190: 3857: 3089: 2827: 2106:{\displaystyle \Omega =\{H,T\}^{\infty }=\{(x_{1},x_{2},x_{3},\dots ):x_{i}\in \{H,T\},i\geq 1\}.} 342: 14239: 13942: 7120: 5924: 5226: 4911: 4252:
The union of a collection of σ-algebras is not generally a σ-algebra, or even an algebra, but it
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determined only by the partial information. A simple example suffices to illustrate this idea.
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enjoy the property under consideration while, on the other hand, showing that the collection
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of subsets; elements of the latter only need to be closed under the union or intersection of
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is a set of real-valued sequences. In this case, it suffices to consider the cylinder sets
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is generated by the family of subsets which are inverse images of intervals/rectangles in
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flips. Formally, since you need to use subsets of Ω, this is codified as the σ-algebra
2139: 2118: 1926: 1902: 1882: 1239: 891: 711: 595:. For this reason, one considers instead a smaller collection of privileged subsets of 504: 441: 435: 221: 143: 73: 42: 161:, particularly when the statistic is a function or a random process and the notion of 14155: 13909: 13884: 13852: 13394: 10908: 10580: 8466: 7517: 6641: 5667: 5663: 5619: 3981:{\displaystyle \textstyle \left\{\Sigma _{\alpha }:\alpha \in {\mathcal {A}}\right\}} 1710:{\displaystyle \liminf _{n\to \infty }A_{n}~\subseteq ~\limsup _{n\to \infty }A_{n}.} 474: 31: 13544: 11881: 11318: – Set of all possible outcomes or results of a statistical trial or experiment 8482: 2810:
From these properties, it follows that the σ-algebra is also closed under countable
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of every measurable set is measurable. The collection of measurable spaces forms a
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is generated by half-infinite rectangles and by finite rectangles. For example,
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enjoy the property, avoiding the task of checking it for an arbitrary set in
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For an algebraic structure admitting a given signature Σ of operations, see
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Then there exists a unique smallest σ-algebra which contains every set in
157:, (sub) σ-algebras are needed for the formal mathematical definition of a 13880: 11312: – Function for which the preimage of a measurable set is measurable 965: 526: 120: 9995:
This σ-algebra is a subalgebra of the Borel σ-algebra determined by the
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by a countable number of complement, union and intersection operations.
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is separable, but the converse need not hold. For example, the Lebesgue
4061:{\displaystyle \bigwedge _{\alpha \in {\mathcal {A}}}\Sigma _{\alpha }.} 908:
that are in infinitely many of these sets (or equivalently, that are in
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is not empty. Closure under complement and countable unions for every
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For each of these two examples, the generating family is a π-system.
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but in many natural settings, this is not possible. For example, the
462: 360: 332:{\displaystyle \Sigma =\{\varnothing ,\{a,b\},\{c,d\},\{a,b,c,d\}\},} 8527:
sets. This σ-algebra contains more sets than the Borel σ-algebra on
10534: 8557: 8470: 6264:(See intersections of σ-algebras above.) This σ-algebra is denoted 3205: 3193: 14120: 13820:
Random: Probability, Mathematical Statistics, Stochastic Processes
5657:. The distance between two sets is defined as the measure of the 11300:
the σ-algebra generated by the inverse images of cylinder sets.
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be two measurable spaces. The σ-algebra for the corresponding
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are defined as certain types of functions from a σ-algebra to
13935:"Properties of the class of measure separable compact spaces" 6153: 3389:
and is closed under complement and under countable unions of
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if and only if it satisfies the following three properties:
6148: 6644:, when a collection of subsets contains only one element, 5504:{\displaystyle \rho (A,B)=\mu (A{\mathbin {\triangle }}B)} 4256:
a σ-algebra known as the join which typically is denoted
6384:{\displaystyle \sigma (\varnothing )=\{\varnothing ,X\}.} 1158:{\displaystyle x\in A_{n_{1}}\cap A_{n_{2}}\cap \cdots .} 627:
Many uses of measure, such as the probability concept of
10619:{\displaystyle \textstyle Y:\Omega \to \mathbb {R} ^{n}} 9833:{\displaystyle \textstyle \Sigma _{t_{1},\dots ,t_{n}}.} 5923:
is uncountable). This is the σ-algebra generated by the
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The family consisting only of the empty set and the set
4559:{\displaystyle \Sigma _{\alpha }\subset {\mathcal {P}},} 2800:{\displaystyle A=A_{1}\cup A_{2}\cup A_{3}\cup \cdots .} 9280: 6864:{\displaystyle \sigma \left(A_{1},A_{2},\ldots \right)} 3188:. A function between two measurable spaces is called a 2914:
asserts that its complement, the empty set, is also in
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The inner limit is always a subset of the outer limit:
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this metric space is separable as a topological space.
11053:{\displaystyle \sigma \left({\mathcal {F}}_{X}\right)} 10974: 10590: 9789: 5301: 5262: 3940: 363:. In general, a finite algebra is always a σ-algebra. 14069: 14049: 14029: 13997: 13974: 13954: 13767: 13743: 13685: 13658: 13628: 13592: 13562: 13509: 13483: 13439: 13368: 13336: 13284: 13192: 13095: 13000: 12902: 12246: 12204: 12115: 12083: 11762: 11729: 11680: 11631: 11602: 11573: 11544: 11515: 11490: 11455: 11423: 11371: 11345: 11136: 11116: 11086: 11066: 11024: 11018:
is measurable with respect to the cylinder σ-algebra
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is measurable with respect to the Borel σ-algebra on
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typically associated with computing the probability:
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that is closed under finitely many intersections, and
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is the smallest σ-algebra containing all the others.
2357: 2266: 2162: 2142: 2121: 1971: 1949: 1929: 1923:Ω must consist of all possible infinite sequences of 1905: 1885: 1766: 1723: 1642: 1578: 1555: 1503: 1475: 1426: 1262: 1242: 1183: 1102: 1079: 1033: 973: 921: 894: 734: 714: 655: 601: 570: 535: 507: 444: 372: 345: 244: 224: 174: 86: 11330: – Family of sets closed under countable unions 8348:
is finite or countably infinite or, more generally,
6944: 5953:
The collection of all unions of sets in a countable
5088:{\displaystyle \{A\subseteq X:A\cap Y\in \Lambda \}} 13112:{\displaystyle \varnothing \not \in {\mathcal {F}}} 13017:{\displaystyle \varnothing \not \in {\mathcal {F}}} 12919:{\displaystyle \varnothing \not \in {\mathcal {F}}} 7472:One common situation, and understood by default if 5329:{\displaystyle \scriptstyle (X,\,{\mathfrak {F}}).} 1626:{\displaystyle x\in A_{N}\cap A_{N+1}\cap \cdots .} 461:A more useful example is the set of subsets of the 130:The main use of σ-algebras is in the definition of 14075: 14055: 14035: 14015: 13983: 13960: 13786: 13753: 13729: 13671: 13640: 13605: 13574: 13515: 13489: 13445: 13378: 13349: 13290: 13198: 13111: 13016: 12918: 12262: 12216: 12131: 12099: 11778: 11745: 11712: 11663: 11614: 11585: 11556: 11527: 11497: 11465: 11436: 11377: 11355: 11292: 11122: 11092: 11072: 11052: 11010: 10959: 10934: 10899: 10852: 10749: 10729: 10699: 10667: 10647: 10618: 10571: 10511: 10361: 10089: 10069: 10045: 10022: 9987: 9960: 9832: 9774: 9618: 9452: 9428: 9403: 9366: 9267: 8985: 8953: 8853: 8707: 8664: 8614: 8548: 8515: 8445: 8416: 8383: 8340: 8320: 8273: 8250: 8197: 8154: 8111: 8091: 8045: 8002: 7982: 7939: 7896: 7874: 7691: 7659: 7630: 7601: 7581: 7559: 7532: 7504: 7484: 7462: 7439: 7410: 7390: 7366: 7346: 7326: 7304: 7223: 7200: 7180: 7141: 7109: 7084: 7064: 7041: 7021: 7001: 6981: 6961: 6930: 6863: 6804: 6760: 6725: 6687: 6659: 6632: 6528: 6510:Then the σ-algebra generated by the single subset 6502: 6452: 6432: 6412: 6383: 6333: 6310: 6285: 6256: 6233: 6213: 6193: 6170: 6138: 6104: 6083: 6055: 6021: 6001: 5969: 5942: 5915: 5895: 5875: 5853: 5830: 5773: 5744: 5717: 5690: 5634: 5606: 5582: 5562: 5539: 5503: 5432: 5408: 5386: 5362: 5328: 5286: 5247: 5172: 5142: 5110: 5087: 5037: 5003: 4980: 4932: 4900: 4880: 4853: 4771: 4697: 4618: 4558: 4518: 4486: 4344: 4236: 4209: 4179: 4152: 4112: 4092: 4060: 4003: 3980: 3918: 3892: 3868: 3846: 3821: 3794: 3765: 3740: 3720: 3650: 3628: 3596: 3567: 3547: 3527: 3504: 3481: 3452: 3429: 3409: 3381: 3361: 3341: 3314: 3294: 3239: 3176: 3153: 3133: 3113: 3072: 3040: 3020: 2997: 2961: 2929: 2902: 2882: 2859: 2836: 2799: 2731: 2708: 2645: 2624: 2591: 2568: 2544: 2522: 2502: 2475: 2436: 2407: 2374: 2343: 2250: 2148: 2127: 2105: 1958: 1935: 1911: 1891: 1856: 1752: 1709: 1625: 1564: 1541: 1489: 1461: 1408: 1248: 1228: 1157: 1088: 1065: 1019: 956: 900: 880: 720: 700: 610: 579: 544: 513: 450: 426: 351: 331: 230: 210: 104: 5831:{\displaystyle \{\varnothing ,A,X\setminus A,X\}} 5287:{\displaystyle \scriptstyle (X,\,{\mathcal {F}})} 1462:{\displaystyle x\in \liminf _{n\to \infty }A_{n}} 957:{\displaystyle x\in \limsup _{n\to \infty }A_{n}} 14216: 14023:is the Boolean algebra of all Borel sets modulo 13787:{\displaystyle {\mathcal {F}}\neq \varnothing .} 10535:σ-algebra generated by random variable or vector 8523:another σ-algebra is of importance: that of all 8456: 6071:describes the information up to the random time 5338: 1826: 1797: 1768: 1725: 1679: 1644: 1434: 1264: 929: 736: 8321:{\displaystyle \sigma (f)\subseteq \sigma (g).} 5981: 4709:by a collection of subsets. On the other hand, 11779:{\displaystyle \varnothing \in {\mathcal {F}}} 10900:{\displaystyle (\Omega ,\Sigma ,\mathbb {P} )} 10572:{\displaystyle (\Omega ,\Sigma ,\mathbb {P} )} 8665:{\displaystyle \left(X_{2},\Sigma _{2}\right)} 8615:{\displaystyle \left(X_{1},\Sigma _{1}\right)} 5838:is a simple σ-algebra generated by the subset 427:{\displaystyle \{A_{1},A_{2},A_{3},\ldots \},} 14095: 13928: 11397: 8453:with the cylinder σ-algebra described below. 4153:{\displaystyle \Sigma _{\alpha },\Sigma ^{*}} 1717:If these two sets are equal then their limit 10519:is a non-decreasing sequence of σ-algebras. 10501: 10397: 9404:{\displaystyle {\mathcal {B}}(\mathbb {R} )} 9361: 9315: 8948: 8870: 6793: 6790: 6784: 6781: 6752: 6746: 6714: 6708: 6624: 6621: 6603: 6597: 6585: 6579: 6573: 6564: 6555: 6549: 6523: 6517: 6494: 6476: 6375: 6363: 5825: 5795: 5673: 5082: 5052: 4975: 4951: 2992: 2980: 2956: 2944: 2385: 2242: 2233: 2220: 2202: 2189: 2180: 2097: 2082: 2070: 2003: 1991: 1978: 418: 373: 323: 320: 296: 290: 278: 272: 260: 251: 205: 181: 13843: 11713:{\displaystyle A_{1}\cup A_{2}\cup \cdots } 11664:{\displaystyle A_{1}\cap A_{2}\cap \cdots } 10935:{\displaystyle \mathbb {R} ^{\mathbb {T} }} 10863:σ-algebra generated by a stochastic process 10023:{\displaystyle \mathbb {R} ^{\mathbb {T} }} 8092:{\displaystyle \left(T,\Sigma _{T}\right).} 7884:A useful property is the following. Assume 5950:Note: "countable" includes finite or empty. 4863: 1020:{\displaystyle A_{n_{1}},A_{n_{2}},\ldots } 127:many subsets, which is a weaker condition. 14142: 13897: 13837: 11404: 11390: 8384:{\displaystyle \left(S,\Sigma _{S}\right)} 8198:{\displaystyle \left(S,\Sigma _{S}\right)} 8155:{\displaystyle \left(T,\Sigma _{T}\right)} 8046:{\displaystyle \left(X,\Sigma _{X}\right)} 7983:{\displaystyle \left(S,\Sigma _{S}\right)} 7940:{\displaystyle \left(X,\Sigma _{X}\right)} 6154:σ-algebra generated by an arbitrary family 14176:https://doi.org/10.1007/978-1-4757-2545-2 14119: 11746:{\displaystyle \Omega \in {\mathcal {F}}} 11491: 11001: 10995: 10950: 10926: 10920: 10890: 10828: 10635: 10605: 10562: 10476: 10195: 10063: 10014: 10008: 9904: 9782:is a π-system that generates a σ-algebra 9742: 9419: 9394: 9357: 9340: 9306: 9300: 9249: 9116: 9012: 8973: 8536: 8500: 8433: 8404: 7856: 7676: 7618: 7284: 7280: 5311: 5272: 3988:is a collection of σ-algebras on a space 3862: 3837: 3756: 3702: 3670: 2709:{\displaystyle A_{1},A_{2},A_{3},\ldots } 1760:exists and is equal to this common set: 1753:{\displaystyle \lim _{n\to \infty }A_{n}} 1483: 1229:{\displaystyle A_{1},A_{2},A_{3},\ldots } 1066:{\displaystyle n_{1}<n_{2}<\cdots } 701:{\displaystyle A_{1},A_{2},A_{3},\ldots } 9460:is a finitely restricted set defined as 7149:is the collection of all inverse images 6149:σ-algebras generated by families of sets 5645:A separable measure space has a natural 4981:{\displaystyle \{Y\cap B:B\in \Sigma \}} 4779:which, by Dynkin's π-λ theorem, implies 2375:{\displaystyle {\mathcal {G}}_{\infty }} 1871:In much of probability, especially when 964:if and only if there exists an infinite 14101: 13903: 13730:{\displaystyle A,B,A_{1},A_{2},\ldots } 10942:is the set of real-valued functions on 9376:is a set of real-valued functions. Let 6463:For a simple example, consider the set 6139:{\displaystyle {\mathcal {F}}_{\tau }.} 6056:{\displaystyle {\mathcal {F}}_{\tau },} 5343: 4352:A π-system that generates the join is 3928: 3260: 14: 14217: 13906:The Theory of Measures and Integration 8446:{\displaystyle \mathbb {R} ^{\infty }} 5215:-algebras are sometimes denoted using 5045:is a measurable space. The collection 3005:is the smallest possible σ-algebra on 13908:. John Wiley & Sons. p. 12. 13871: 13622:is a semiring where every complement 13350:{\displaystyle {\mathcal {F}}\colon } 11437:{\displaystyle {\mathcal {F}}\colon } 7492:is not specified explicitly, is when 6178:be an arbitrary family of subsets of 5540:{\displaystyle A,B\in {\mathcal {F}}} 5121: 3082:Elements of the σ-algebra are called 2476:{\displaystyle \Sigma \subseteq P(X)} 1542:{\displaystyle A_{N},A_{N+1},\ldots } 1469:if and only if there exists an index 9281:σ-algebra generated by cylinder sets 8567: 13315: 13308: 13270: 13249: 13242: 13235: 13216: 13209: 13178: 13150: 13143: 13136: 13120: 13025: 12946: 12927: 12889: 12882: 12862: 12855: 12848: 12818: 12811: 12783: 12776: 12769: 12750: 12743: 12736: 12729: 12722: 12715: 12708: 12701: 12694: 12672: 12665: 12644: 12637: 12630: 12623: 12616: 12594: 12580: 12573: 12559: 12552: 12545: 12538: 12519: 12498: 12484: 12477: 12470: 12463: 12444: 12409: 12402: 12395: 12388: 12320: 12313: 12306: 12284: 12277: 12239: 12225: 12196: 12175: 12108: 12076: 12022: 11973: 11966: 11942: 11893: 11886: 11814: 11807: 6805:{\displaystyle \sigma (\{\{1\}\}).} 5314: 5207: 560:One would like to assign a size to 24: 14108:Statistics and Probability Letters 13770: 13746: 13661: 13641:{\displaystyle \Omega \setminus A} 13629: 13595: 13484: 13440: 13371: 13339: 13322: 13301: 13263: 13256: 13223: 13171: 13164: 13157: 13104: 13089: 13082: 13075: 13068: 13065: 13062: 13055: 13048: 13041: 13009: 12994: 12987: 12980: 12973: 12970: 12967: 12960: 12953: 12911: 12896: 12875: 12872: 12869: 12832: 12825: 12804: 12797: 12790: 12757: 12679: 12658: 12651: 12601: 12587: 12566: 12526: 12512: 12505: 12491: 12451: 12437: 12430: 12423: 12416: 12369: 12362: 12355: 12348: 12341: 12334: 12327: 12291: 12232: 12189: 12182: 12154: 12147: 12140: 12069: 12062: 12055: 12048: 12041: 12029: 12015: 12008: 12001: 11994: 11987: 11980: 11949: 11935: 11928: 11921: 11914: 11907: 11900: 11870: 11863: 11856: 11849: 11842: 11835: 11828: 11821: 11771: 11738: 11730: 11615:{\displaystyle \Omega \setminus A} 11603: 11458: 11426: 11372: 11348: 11267: 11198: 11035: 10981: 10883: 10877: 10817: 10597: 10555: 10549: 10467: 10377: 10200: 10077:is the set of natural numbers and 10055:An important special case is when 9923: 9880: 9850: 9791: 9733: 9385: 9080: 9046: 9002: 8939: 8913: 8830: 8804: 8740: 8727: 8648: 8598: 8438: 8367: 8181: 8138: 8072: 8029: 7966: 7923: 7454: 7385: 7093:-algebra generated by the function 6440:that can be made from elements of 6122: 6039: 5577: 5532: 5490: 5425: 5275: 5239: 5137: 5079: 5029: 4972: 4924: 4834: 4826: 4794: 4755: 4747: 4718: 4687: 4662: 4654: 4608: 4594: 4586: 4548: 4534: 4456: 4422: 4361: 4325: 4317: 4284: 4276: 4225: 4195: 4187:implies the same must be true for 4168: 4141: 4128: 4081: 4046: 4038: 3967: 3947: 3910: 3887: 3228: 3148: 3102: 3028:The largest possible σ-algebra on 2998:{\displaystyle \{X,\varnothing \}} 2962:{\displaystyle \{X,\varnothing \}} 2921: 2897: 2851: 2723: 2640: 2583: 2539: 2517: 2455: 2367: 2361: 2333: 2327: 2304: 2287: 2270: 2206: 2166: 1995: 1972: 1836: 1807: 1778: 1735: 1689: 1654: 1444: 1363: 1329: 1308: 1274: 939: 835: 801: 780: 746: 619:properties are called σ-algebras. 245: 96: 27:Algebraic structure of set algebra 25: 14251: 14184: 14148:Foundations of Modern Probability 13778: 13632: 13566: 11606: 11577: 10522: 9968:is an algebra that generates the 8708:{\displaystyle X_{1}\times X_{2}} 8516:{\displaystyle \mathbb {R} ^{n},} 8469:: the σ-algebra generated by the 8099:If there exists a measurable map 7692:{\displaystyle \mathbb {R} ^{n}:} 6945:σ-algebra generated by a function 6567: 6366: 6354: 5813: 5798: 4705:by the definition of a σ-algebra 4180:{\displaystyle \Sigma _{\alpha }} 3437:is a Dynkin system that contains 2989: 2953: 2613: 1866: 1490:{\displaystyle N\in \mathbb {N} } 622: 254: 13316: 13309: 13302: 13271: 13264: 13257: 13250: 13243: 13236: 13217: 13210: 13179: 13172: 13165: 13158: 13151: 13144: 13137: 13121: 13083: 13076: 13069: 13056: 13049: 13042: 13026: 12988: 12981: 12974: 12961: 12954: 12947: 12928: 12890: 12883: 12876: 12863: 12856: 12849: 12833: 12826: 12819: 12812: 12805: 12798: 12791: 12784: 12777: 12770: 12751: 12744: 12737: 12730: 12723: 12716: 12709: 12702: 12695: 12673: 12666: 12659: 12652: 12645: 12638: 12631: 12624: 12617: 12595: 12588: 12581: 12574: 12567: 12560: 12553: 12546: 12539: 12520: 12513: 12506: 12499: 12492: 12485: 12478: 12471: 12464: 12445: 12438: 12431: 12424: 12417: 12410: 12403: 12396: 12389: 12370: 12363: 12356: 12349: 12342: 12335: 12328: 12321: 12314: 12307: 12285: 12278: 12233: 12226: 12190: 12183: 12176: 12155: 12148: 12141: 12070: 12063: 12056: 12049: 12042: 12023: 12016: 12009: 12002: 11995: 11988: 11981: 11974: 11967: 11943: 11936: 11929: 11922: 11915: 11908: 11901: 11894: 11887: 11871: 11864: 11857: 11850: 11843: 11836: 11829: 11822: 11815: 11808: 10648:{\displaystyle \mathbb {R} ^{n}} 8986:{\displaystyle \mathbb {R} ^{n}} 8549:{\displaystyle \mathbb {R} ^{n}} 8417:{\displaystyle \mathbb {R} ^{n}} 7631:{\displaystyle \mathbb {R} ^{n}} 5157:that contains the universal set 3804:cumulative distribution function 14230:Experiment (probability theory) 13851:(Anniversary ed.). Wiley. 13672:{\displaystyle {\mathcal {F}}.} 13606:{\displaystyle {\mathcal {F}}.} 6726:{\displaystyle \sigma (\{A\});} 6420:consists of all the subsets of 4100:denote the intersection. Since 14168: 14136: 14010: 13998: 13922: 13865: 13808: 13754:{\displaystyle {\mathcal {F}}} 13379:{\displaystyle {\mathcal {F}}} 12263:{\displaystyle A_{i}\nearrow } 12257: 12132:{\displaystyle A_{i}\nearrow } 12126: 12100:{\displaystyle A_{i}\searrow } 12094: 11466:{\displaystyle {\mathcal {F}}} 11356:{\displaystyle {\mathcal {F}}} 11252: 11246: 11176: 11170: 11146: 11140: 10984: 10894: 10874: 10803: 10797: 10773: 10767: 10737:). The σ-algebra generated by 10600: 10566: 10546: 10480: 10472: 9746: 9738: 9574: 9561: 9535: 9503: 9398: 9390: 9333: 9327: 9096: 9074: 9062: 9040: 9022: 9007: 8312: 8306: 8297: 8291: 8245: 8242: 8236: 8230: 8221: 8215: 7823: 7745: 7714: 7708: 7654: 7648: 7434: 7428: 7277: 7271: 7247: 7241: 7175: 7169: 7133: 7127: 6796: 6778: 6761:{\displaystyle \sigma (\{1\})} 6755: 6743: 6717: 6705: 6682: 6676: 6558: 6546: 6407: 6401: 6357: 6351: 6280: 6274: 5498: 5482: 5473: 5461: 5433:{\displaystyle {\mathcal {F}}} 5319: 5302: 5280: 5263: 5242: 5230: 5032: 5020: 4927: 4915: 4799: 4789: 4692: 4682: 3789: 3783: 3715: 3706: 3686: 3674: 3620: 3614: 3591: 3585: 3476: 3470: 3397:Dynkin's π-λ theorem says, if 3349:is a collection of subsets of 3302:is a collection of subsets of 3231: 3219: 3105: 3093: 3064: 3058: 2470: 2464: 2431: 2425: 2051: 2006: 1833: 1804: 1775: 1732: 1686: 1651: 1441: 1271: 936: 743: 99: 87: 57:is a nonempty collection Σ of 13: 1: 13801: 11110:. The σ-algebra generated by 10960:{\displaystyle \mathbb {T} .} 9429:{\displaystyle \mathbb {R} .} 8457:Borel and Lebesgue σ-algebras 5863:The collection of subsets of 5339:Particular cases and examples 5095:is a σ-algebra of subsets of 4988:is a σ-algebra of subsets of 3847:{\displaystyle \mathbb {R} ,} 3766:{\displaystyle \mathbb {R} ,} 3271:This theorem (or the related 2655:closed under countable unions 2625:{\displaystyle X\setminus A.} 2390: 484: 211:{\displaystyle X=\{a,b,c,d\}} 13575:{\displaystyle B\setminus A} 13516:{\displaystyle \varnothing } 12217:{\displaystyle A\subseteq B} 11586:{\displaystyle B\setminus A} 11498:{\displaystyle \,\supseteq } 10070:{\displaystyle \mathbb {T} } 9411:denote the Borel subsets of 8461:An important example is the 8251:{\displaystyle f(x)=h(g(x))} 7378:with respect to a σ-algebra 6503:{\displaystyle X=\{1,2,3\}.} 5982:Stopping time sigma-algebras 5038:{\displaystyle (Y,\Lambda )} 4210:{\displaystyle \Sigma ^{*}.} 3869:{\displaystyle \mathbb {P} } 3114:{\displaystyle (X,\Sigma ),} 2837:{\displaystyle \varnothing } 2554:closed under complementation 525:that assigns a non-negative 465:formed by starting with all 352:{\displaystyle \varnothing } 119:A σ-algebra of subsets is a 7: 14197:Encyclopedia of Mathematics 13877:Real & Complex Analysis 13317: 13310: 13251: 13244: 13237: 13218: 13211: 13152: 13145: 13138: 13122: 13027: 12948: 12929: 12891: 12884: 12864: 12857: 12850: 12820: 12813: 12785: 12778: 12771: 12752: 12745: 12738: 12731: 12724: 12717: 12710: 12703: 12696: 12674: 12667: 12646: 12639: 12632: 12625: 12618: 12596: 12582: 12575: 12561: 12554: 12547: 12540: 12521: 12500: 12486: 12479: 12472: 12465: 12446: 12411: 12404: 12397: 12390: 12322: 12315: 12308: 12286: 12279: 12227: 12177: 12024: 11975: 11968: 11944: 11895: 11888: 11816: 11809: 11322:Sigma-additive set function 11303: 9840:Then the family of subsets 7142:{\displaystyle \sigma (f),} 6295:the σ-algebra generated by 6065:stopping time sigma-algebra 5248:{\displaystyle (X,\Sigma )} 4933:{\displaystyle (X,\Sigma )} 4237:{\displaystyle \Sigma ^{*}} 4093:{\displaystyle \Sigma ^{*}} 3660:Lebesgue-Stieltjes integral 3629:{\displaystyle \sigma (P).} 1073:) of sets that all contain 633:limits of sequences of sets 105:{\displaystyle (X,\Sigma )} 10: 14256: 13737:are arbitrary elements of 13539: 13303: 13265: 13258: 13173: 13166: 13159: 13084: 13077: 13070: 13057: 13050: 13043: 12989: 12982: 12975: 12962: 12955: 12877: 12834: 12827: 12806: 12799: 12792: 12660: 12653: 12589: 12568: 12514: 12507: 12493: 12439: 12432: 12425: 12418: 12371: 12364: 12357: 12350: 12343: 12336: 12329: 12234: 12191: 12184: 12156: 12149: 12142: 12071: 12064: 12057: 12050: 12043: 12017: 12010: 12003: 11996: 11989: 11982: 11937: 11930: 11923: 11916: 11909: 11902: 11872: 11865: 11858: 11851: 11844: 11837: 11830: 11823: 11336: 8473:(or, equivalently, by the 7660:{\displaystyle \sigma (f)} 7440:{\displaystyle \sigma (f)} 6695:may be written instead of 6688:{\displaystyle \sigma (A)} 6413:{\displaystyle \sigma (F)} 6286:{\displaystyle \sigma (F)} 6069:filtered probability space 5583:{\displaystyle \triangle } 3748:in the Borel σ-algebra on 3597:{\displaystyle \sigma (P)} 3482:{\displaystyle \sigma (P)} 3264: 1420:in all of them). That is, 888:It consists of all points 492: 218:one possible σ-algebra on 29: 14130:10.1016/j.spl.2012.09.024 13904:Vestrup, Eric M. (2009). 8010:is a measurable map from 7904:is a measurable map from 7181:{\displaystyle f^{-1}(S)} 6969:is a function from a set 5674:Simple set-based examples 3880:, defined on a σ-algebra 2973:as well, it follows that 2821:It also follows that the 2386:Definition and properties 14016:{\displaystyle (X,\mu )} 11324: – Mapping function 8964:The Borel σ-algebra for 8424:with its Borel sets and 7463:{\displaystyle \Sigma .} 5614:-algebra generated by a 5219:capital letters, or the 4864:σ-algebras for subspaces 3919:{\displaystyle \Omega .} 2930:{\displaystyle \Sigma .} 2860:{\displaystyle \Sigma ,} 2732:{\displaystyle \Sigma ,} 2592:{\displaystyle \Sigma ,} 13991:the measure algebra of 13943:Fundamenta Mathematicae 13849:Probability and Measure 13816:"11. Measurable Spaces" 13761:and it is assumed that 13556:where every complement 13490:{\displaystyle \Omega } 13446:{\displaystyle \Omega } 13330:Is necessarily true of 11557:{\displaystyle A\cup B} 11528:{\displaystyle A\cap B} 11417:Is necessarily true of 11378:{\displaystyle \Omega } 7391:{\displaystyle \Sigma } 7085:{\displaystyle \sigma } 7049:-algebra of subsets of 7042:{\displaystyle \sigma } 6022:{\displaystyle \sigma } 5635:{\displaystyle \sigma } 5607:{\displaystyle \sigma } 5409:{\displaystyle \sigma } 5387:{\displaystyle \sigma } 5363:{\displaystyle \sigma } 5143:{\displaystyle \Sigma } 4940:be a measurable space. 3893:{\displaystyle \Sigma } 3154:{\displaystyle \Sigma } 2903:{\displaystyle \Sigma } 2646:{\displaystyle \Sigma } 2545:{\displaystyle \Sigma } 2523:{\displaystyle \Sigma } 1873:conditional expectation 629:almost sure convergence 148:conditional expectation 49:("sigma algebra"; also 14077: 14057: 14037: 14017: 13985: 13968:is a Borel measure on 13962: 13788: 13755: 13731: 13673: 13642: 13607: 13576: 13517: 13491: 13447: 13380: 13351: 13292: 13200: 13113: 13018: 12920: 12264: 12218: 12133: 12101: 11780: 11747: 11714: 11665: 11616: 11587: 11558: 11529: 11499: 11467: 11438: 11379: 11357: 11294: 11124: 11094: 11074: 11054: 11012: 10961: 10936: 10901: 10854: 10751: 10731: 10730:{\displaystyle n>1} 10701: 10669: 10649: 10620: 10573: 10513: 10363: 10091: 10071: 10047: 10024: 9989: 9962: 9884: 9834: 9776: 9620: 9454: 9430: 9405: 9368: 9269: 8987: 8955: 8855: 8709: 8666: 8616: 8562:complete measure space 8560:theory, as it gives a 8550: 8517: 8447: 8418: 8385: 8342: 8322: 8275: 8252: 8199: 8156: 8113: 8093: 8047: 8004: 7984: 7941: 7898: 7876: 7693: 7661: 7632: 7603: 7583: 7561: 7534: 7506: 7486: 7464: 7441: 7412: 7392: 7368: 7348: 7328: 7306: 7225: 7202: 7182: 7143: 7111: 7086: 7066: 7043: 7023: 7003: 6983: 6963: 6938:is also quite common. 6932: 6865: 6806: 6762: 6727: 6689: 6661: 6634: 6530: 6504: 6454: 6434: 6414: 6385: 6335: 6312: 6287: 6258: 6235: 6215: 6195: 6172: 6140: 6106: 6085: 6057: 6023: 6003: 5971: 5944: 5917: 5897: 5877: 5855: 5832: 5775: 5746: 5725:called the minimal or 5719: 5692: 5636: 5608: 5584: 5564: 5541: 5505: 5434: 5410: 5388: 5364: 5330: 5288: 5249: 5174: 5144: 5112: 5089: 5039: 5005: 4982: 4934: 4902: 4882: 4855: 4773: 4699: 4620: 4560: 4520: 4488: 4394: 4346: 4238: 4211: 4181: 4154: 4114: 4094: 4062: 4005: 3982: 3920: 3894: 3870: 3848: 3823: 3796: 3767: 3742: 3722: 3652: 3630: 3598: 3569: 3549: 3529: 3506: 3483: 3454: 3431: 3411: 3383: 3363: 3343: 3316: 3296: 3273:monotone class theorem 3249:A σ-algebra is both a 3241: 3178: 3155: 3135: 3115: 3074: 3042: 3022: 2999: 2963: 2931: 2904: 2884: 2861: 2838: 2801: 2733: 2710: 2647: 2626: 2593: 2570: 2546: 2524: 2504: 2477: 2438: 2409: 2376: 2345: 2252: 2150: 2129: 2107: 1960: 1937: 1913: 1893: 1858: 1754: 1711: 1627: 1566: 1543: 1491: 1463: 1410: 1367: 1333: 1312: 1250: 1230: 1159: 1090: 1067: 1021: 958: 902: 882: 839: 805: 784: 722: 702: 612: 581: 546: 515: 452: 428: 353: 333: 232: 212: 138:as the foundation for 106: 14102:Fischer, Tom (2013). 14078: 14058: 14038: 14018: 13986: 13963: 13789: 13756: 13732: 13674: 13648:is equal to a finite 13643: 13608: 13582:is equal to a finite 13577: 13518: 13492: 13448: 13381: 13352: 13293: 13291:{\displaystyle \cap } 13201: 13199:{\displaystyle \cup } 13114: 13019: 12921: 12265: 12219: 12134: 12102: 11781: 11748: 11715: 11666: 11617: 11588: 11559: 11530: 11500: 11468: 11439: 11380: 11358: 11295: 11125: 11095: 11075: 11055: 11013: 10962: 10937: 10902: 10855: 10752: 10732: 10702: 10670: 10650: 10621: 10574: 10514: 10364: 10092: 10072: 10048: 10025: 9990: 9963: 9864: 9835: 9777: 9621: 9455: 9431: 9406: 9369: 9270: 8988: 8956: 8856: 8710: 8667: 8617: 8551: 8518: 8448: 8419: 8386: 8343: 8323: 8276: 8253: 8200: 8157: 8114: 8094: 8048: 8005: 7985: 7942: 7899: 7877: 7694: 7662: 7633: 7604: 7584: 7562: 7540:is the collection of 7535: 7507: 7487: 7465: 7442: 7413: 7393: 7369: 7349: 7329: 7307: 7226: 7203: 7183: 7144: 7112: 7087: 7067: 7044: 7024: 7004: 6984: 6964: 6933: 6866: 6807: 6763: 6733:in the prior example 6728: 6690: 6662: 6635: 6531: 6529:{\displaystyle \{1\}} 6505: 6455: 6435: 6415: 6386: 6336: 6313: 6288: 6259: 6236: 6216: 6196: 6173: 6141: 6107: 6105:{\displaystyle \tau } 6086: 6084:{\displaystyle \tau } 6058: 6024: 6004: 6002:{\displaystyle \tau } 5972: 5945: 5918: 5898: 5878: 5856: 5833: 5776: 5747: 5720: 5693: 5637: 5609: 5585: 5565: 5542: 5506: 5444:when considered as a 5435: 5411: 5389: 5365: 5331: 5289: 5250: 5175: 5145: 5113: 5090: 5040: 5006: 4983: 4935: 4903: 4883: 4856: 4774: 4700: 4621: 4561: 4526:it is seen that each 4521: 4489: 4374: 4347: 4239: 4212: 4182: 4155: 4115: 4095: 4063: 4006: 3983: 3921: 3895: 3871: 3849: 3824: 3797: 3768: 3743: 3723: 3653: 3631: 3599: 3570: 3550: 3530: 3507: 3484: 3455: 3432: 3412: 3384: 3364: 3344: 3317: 3297: 3242: 3179: 3156: 3136: 3116: 3075: 3073:{\displaystyle P(X).} 3043: 3023: 3000: 2964: 2932: 2905: 2885: 2862: 2839: 2802: 2734: 2711: 2648: 2627: 2594: 2571: 2547: 2525: 2505: 2478: 2439: 2415:be some set, and let 2410: 2377: 2346: 2253: 2151: 2130: 2108: 1961: 1938: 1914: 1894: 1859: 1755: 1712: 1628: 1567: 1544: 1492: 1464: 1411: 1347: 1313: 1292: 1251: 1231: 1160: 1091: 1068: 1022: 959: 903: 883: 819: 785: 764: 723: 703: 613: 582: 547: 516: 471:transfinite iteration 453: 429: 354: 334: 233: 213: 136:mathematical analysis 107: 39:mathematical analysis 14076:{\displaystyle \mu } 14067: 14056:{\displaystyle \mu } 14047: 14036:{\displaystyle \mu } 14027: 13995: 13972: 13961:{\displaystyle \mu } 13952: 13845:Billingsley, Patrick 13765: 13741: 13683: 13656: 13626: 13590: 13560: 13507: 13481: 13437: 13366: 13334: 13282: 13190: 13093: 12998: 12900: 12244: 12202: 12113: 12081: 11760: 11727: 11678: 11629: 11600: 11571: 11542: 11513: 11488: 11453: 11421: 11369: 11343: 11134: 11114: 11084: 11064: 11022: 10971: 10946: 10915: 10871: 10761: 10741: 10715: 10685: 10659: 10630: 10587: 10543: 10373: 10101: 10081: 10059: 10034: 10003: 9976: 9844: 9786: 9632: 9464: 9444: 9415: 9380: 9289: 8997: 8968: 8867: 8723: 8679: 8626: 8576: 8556:and is preferred in 8531: 8495: 8428: 8399: 8393:standard Borel space 8352: 8332: 8285: 8262: 8209: 8166: 8123: 8103: 8057: 8014: 7994: 7951: 7908: 7888: 7702: 7671: 7642: 7613: 7593: 7573: 7548: 7524: 7496: 7476: 7451: 7422: 7402: 7382: 7358: 7338: 7318: 7235: 7212: 7192: 7153: 7121: 7098: 7076: 7053: 7033: 7013: 6993: 6973: 6953: 6875: 6816: 6772: 6737: 6699: 6670: 6648: 6540: 6514: 6467: 6444: 6424: 6395: 6345: 6325: 6299: 6268: 6245: 6225: 6205: 6182: 6162: 6116: 6096: 6075: 6033: 6013: 5993: 5961: 5931: 5907: 5887: 5867: 5842: 5792: 5762: 5733: 5706: 5682: 5659:symmetric difference 5626: 5598: 5592:symmetric difference 5574: 5563:{\displaystyle \mu } 5554: 5515: 5455: 5420: 5400: 5378: 5354: 5344:Separable σ-algebras 5298: 5259: 5227: 5184:-ring need not be a 5161: 5134: 5099: 5049: 5017: 4992: 4948: 4912: 4892: 4872: 4783: 4713: 4630: 4570: 4530: 4519:{\displaystyle n=1,} 4501: 4356: 4260: 4221: 4191: 4164: 4124: 4104: 4077: 4022: 3992: 3937: 3929:Combining σ-algebras 3907: 3884: 3858: 3833: 3810: 3795:{\displaystyle F(x)} 3777: 3752: 3732: 3666: 3642: 3608: 3579: 3559: 3539: 3516: 3496: 3464: 3441: 3421: 3401: 3373: 3353: 3333: 3306: 3286: 3261:Dynkin's π-λ theorem 3216: 3202:measurable functions 3165: 3161:is a σ-algebra over 3145: 3125: 3090: 3052: 3032: 3009: 2977: 2969:satisfies condition 2941: 2918: 2894: 2874: 2848: 2828: 2743: 2720: 2661: 2637: 2607: 2580: 2560: 2536: 2514: 2494: 2452: 2437:{\displaystyle P(X)} 2419: 2399: 2355: 2264: 2160: 2140: 2119: 1969: 1947: 1927: 1903: 1883: 1764: 1721: 1640: 1576: 1553: 1501: 1473: 1424: 1260: 1240: 1181: 1100: 1077: 1031: 971: 919: 892: 732: 712: 653: 599: 568: 533: 505: 442: 370: 343: 242: 222: 172: 159:sufficient statistic 140:Lebesgue integration 84: 11310:Measurable function 10700:{\displaystyle n=1} 8525:Lebesgue measurable 7589:is a function from 5547:and a given finite 3900:of subsets of some 3878:probability measure 3460:then the σ-algebra 3190:measurable function 1572:that is, such that 1096:that is, such that 915:of them). That is, 165:is not applicable. 163:conditional density 80:. The ordered pair 14073: 14053: 14033: 14013: 13984:{\displaystyle X,} 13981: 13958: 13784: 13751: 13727: 13669: 13638: 13603: 13572: 13513: 13487: 13443: 13376: 13347: 13288: 13196: 13109: 13014: 12916: 12260: 12214: 12129: 12097: 11776: 11743: 11710: 11661: 11612: 11583: 11554: 11525: 11495: 11463: 11434: 11375: 11353: 11290: 11120: 11103:stochastic process 11090: 11070: 11050: 11008: 11007: 10957: 10932: 10897: 10850: 10747: 10727: 10697: 10665: 10645: 10616: 10615: 10569: 10509: 10359: 10087: 10067: 10046:{\displaystyle X.} 10043: 10020: 9988:{\displaystyle X.} 9985: 9970:cylinder σ-algebra 9958: 9921: 9830: 9829: 9772: 9616: 9450: 9426: 9401: 9364: 9265: 8983: 8951: 8851: 8719:and is defined by 8705: 8662: 8612: 8546: 8513: 8443: 8414: 8381: 8338: 8318: 8274:{\displaystyle x,} 8271: 8248: 8195: 8152: 8109: 8089: 8043: 8000: 7980: 7937: 7894: 7872: 7689: 7657: 7628: 7599: 7579: 7560:{\displaystyle Y.} 7557: 7530: 7502: 7482: 7460: 7437: 7408: 7388: 7364: 7344: 7324: 7302: 7224:{\displaystyle B.} 7221: 7198: 7178: 7139: 7110:{\displaystyle f,} 7107: 7082: 7065:{\displaystyle Y,} 7062: 7039: 7019: 6999: 6979: 6959: 6928: 6861: 6802: 6758: 6723: 6685: 6660:{\displaystyle A,} 6657: 6630: 6526: 6500: 6450: 6430: 6410: 6381: 6331: 6311:{\displaystyle F.} 6308: 6283: 6257:{\displaystyle F.} 6254: 6231: 6211: 6194:{\displaystyle X.} 6191: 6168: 6136: 6102: 6081: 6053: 6019: 5999: 5967: 5943:{\displaystyle X.} 5940: 5913: 5893: 5873: 5854:{\displaystyle A.} 5851: 5828: 5783:discrete σ-algebra 5774:{\displaystyle X,} 5771: 5745:{\displaystyle X.} 5742: 5718:{\displaystyle X,} 5715: 5688: 5655:pseudometric space 5632: 5604: 5580: 5560: 5537: 5501: 5430: 5406: 5384: 5360: 5326: 5325: 5284: 5283: 5255:may be denoted as 5245: 5173:{\displaystyle X.} 5170: 5140: 5122:Relation to σ-ring 5111:{\displaystyle X.} 5108: 5085: 5035: 5004:{\displaystyle Y.} 5001: 4978: 4930: 4898: 4878: 4851: 4832: 4769: 4753: 4695: 4660: 4616: 4592: 4556: 4516: 4484: 4342: 4323: 4282: 4234: 4207: 4177: 4150: 4110: 4090: 4058: 4044: 4004:{\displaystyle X.} 4001: 3978: 3977: 3916: 3890: 3866: 3844: 3822:{\displaystyle X,} 3819: 3792: 3763: 3738: 3718: 3648: 3626: 3594: 3565: 3545: 3528:{\displaystyle D.} 3525: 3502: 3479: 3453:{\displaystyle P,} 3450: 3427: 3417:is a π-system and 3407: 3379: 3359: 3339: 3312: 3292: 3237: 3177:{\displaystyle X,} 3174: 3151: 3131: 3111: 3086:. An ordered pair 3070: 3038: 3021:{\displaystyle X.} 3018: 2995: 2959: 2927: 2900: 2880: 2857: 2834: 2797: 2729: 2706: 2643: 2622: 2589: 2566: 2542: 2520: 2500: 2473: 2434: 2405: 2372: 2341: 2260:Observe that then 2248: 2146: 2125: 2103: 1959:{\displaystyle T:} 1956: 1933: 1909: 1889: 1854: 1840: 1811: 1782: 1750: 1739: 1707: 1693: 1658: 1623: 1565:{\displaystyle x;} 1562: 1539: 1487: 1459: 1448: 1406: 1278: 1246: 1226: 1155: 1089:{\displaystyle x;} 1086: 1063: 1017: 954: 943: 898: 878: 750: 718: 698: 611:{\displaystyle X.} 608: 580:{\displaystyle X,} 577: 545:{\displaystyle X;} 542: 511: 475:countable ordinals 448: 424: 349: 329: 228: 208: 144:probability theory 102: 43:probability theory 14192:"Algebra of sets" 13929:Džamonja, Mirna; 13915:978-0-470-31795-2 13858:978-1-118-12237-2 13799: 13798: 11123:{\displaystyle Y} 11093:{\displaystyle Y} 11073:{\displaystyle X} 10909:probability space 10750:{\displaystyle Y} 10668:{\displaystyle Y} 10581:probability space 10090:{\displaystyle X} 9885: 9453:{\displaystyle X} 9349: 8717:product σ-algebra 8568:Product σ-algebra 8467:topological space 8341:{\displaystyle S} 8112:{\displaystyle h} 8003:{\displaystyle g} 7897:{\displaystyle f} 7602:{\displaystyle X} 7582:{\displaystyle f} 7533:{\displaystyle B} 7518:topological space 7505:{\displaystyle Y} 7485:{\displaystyle B} 7411:{\displaystyle X} 7367:{\displaystyle Y} 7347:{\displaystyle X} 7327:{\displaystyle f} 7201:{\displaystyle S} 7022:{\displaystyle B} 7002:{\displaystyle Y} 6982:{\displaystyle X} 6962:{\displaystyle f} 6642:abuse of notation 6453:{\displaystyle F} 6433:{\displaystyle X} 6334:{\displaystyle F} 6234:{\displaystyle F} 6214:{\displaystyle F} 6171:{\displaystyle F} 5970:{\displaystyle X} 5916:{\displaystyle X} 5896:{\displaystyle X} 5876:{\displaystyle X} 5727:trivial σ-algebra 5691:{\displaystyle X} 5664:equivalence class 5192:-ring, but not a 4901:{\displaystyle X} 4881:{\displaystyle Y} 4813: 4734: 4641: 4573: 4466: 4304: 4263: 4113:{\displaystyle X} 4025: 3741:{\displaystyle A} 3651:{\displaystyle X} 3568:{\displaystyle D} 3548:{\displaystyle P} 3505:{\displaystyle P} 3430:{\displaystyle D} 3410:{\displaystyle P} 3382:{\displaystyle X} 3362:{\displaystyle X} 3342:{\displaystyle D} 3315:{\displaystyle X} 3295:{\displaystyle P} 3240:{\displaystyle .} 3134:{\displaystyle X} 3041:{\displaystyle X} 2883:{\displaystyle X} 2569:{\displaystyle A} 2503:{\displaystyle X} 2408:{\displaystyle X} 2149:{\displaystyle n} 2128:{\displaystyle n} 1936:{\displaystyle H} 1912:{\displaystyle T} 1892:{\displaystyle H} 1825: 1796: 1767: 1724: 1678: 1677: 1671: 1643: 1433: 1263: 1249:{\displaystyle X} 928: 901:{\displaystyle x} 735: 721:{\displaystyle X} 514:{\displaystyle X} 451:{\displaystyle X} 231:{\displaystyle X} 32:Universal algebra 16:(Redirected from 14247: 14235:Families of sets 14211:from PlanetMath. 14205: 14178: 14172: 14166: 14165: 14150:(2nd ed.). 14144:Kallenberg, Olav 14140: 14134: 14133: 14123: 14099: 14093: 14092: 14082: 14080: 14079: 14074: 14062: 14060: 14059: 14054: 14042: 14040: 14039: 14034: 14022: 14020: 14019: 14014: 13990: 13988: 13987: 13982: 13967: 13965: 13964: 13959: 13939: 13926: 13920: 13919: 13901: 13895: 13894: 13869: 13863: 13862: 13841: 13835: 13834: 13829: 13827: 13812: 13793: 13791: 13790: 13785: 13774: 13773: 13760: 13758: 13757: 13752: 13750: 13749: 13736: 13734: 13733: 13728: 13720: 13719: 13707: 13706: 13678: 13676: 13675: 13670: 13665: 13664: 13647: 13645: 13644: 13639: 13612: 13610: 13609: 13604: 13599: 13598: 13581: 13579: 13578: 13573: 13553: 13541:Additionally, a 13535: 13524: 13523: 13522: 13520: 13519: 13514: 13498: 13497: 13496: 13494: 13493: 13488: 13472: 13471: 13463: 13462: 13454: 13453: 13452: 13450: 13449: 13444: 13426: 13425: 13417: 13416: 13408: 13407: 13399: 13390: 13389: 13385: 13383: 13382: 13377: 13375: 13374: 13358: 13357: 13356: 13354: 13353: 13348: 13343: 13342: 13320: 13319: 13313: 13312: 13306: 13305: 13299: 13297: 13295: 13294: 13289: 13278:(even arbitrary 13275: 13268: 13267: 13261: 13260: 13254: 13253: 13247: 13246: 13240: 13239: 13232: 13221: 13220: 13214: 13213: 13207: 13205: 13203: 13202: 13197: 13186:(even arbitrary 13183: 13176: 13175: 13169: 13168: 13162: 13161: 13155: 13154: 13148: 13147: 13141: 13140: 13133: 13125: 13124: 13118: 13116: 13115: 13110: 13108: 13107: 13087: 13086: 13080: 13079: 13073: 13072: 13060: 13059: 13053: 13052: 13046: 13045: 13038: 13030: 13029: 13023: 13021: 13020: 13015: 13013: 13012: 12992: 12991: 12985: 12984: 12978: 12977: 12965: 12964: 12958: 12957: 12951: 12950: 12943: 12940: 12932: 12931: 12925: 12923: 12922: 12917: 12915: 12914: 12894: 12893: 12887: 12886: 12880: 12879: 12867: 12866: 12860: 12859: 12853: 12852: 12845: 12837: 12836: 12830: 12829: 12823: 12822: 12816: 12815: 12809: 12808: 12802: 12801: 12795: 12794: 12788: 12787: 12781: 12780: 12774: 12773: 12766: 12755: 12754: 12748: 12747: 12741: 12740: 12734: 12733: 12727: 12726: 12720: 12719: 12713: 12712: 12706: 12705: 12699: 12698: 12691: 12688: 12677: 12676: 12670: 12669: 12663: 12662: 12656: 12655: 12649: 12648: 12642: 12641: 12635: 12634: 12628: 12627: 12621: 12620: 12613: 12612: 12599: 12598: 12592: 12591: 12585: 12584: 12578: 12577: 12571: 12570: 12564: 12563: 12557: 12556: 12550: 12549: 12543: 12542: 12535: 12524: 12523: 12517: 12516: 12510: 12509: 12503: 12502: 12496: 12495: 12489: 12488: 12482: 12481: 12475: 12474: 12468: 12467: 12460: 12449: 12448: 12442: 12441: 12435: 12434: 12428: 12427: 12421: 12420: 12414: 12413: 12407: 12406: 12400: 12399: 12393: 12392: 12385: 12384: 12383:(Measure theory) 12374: 12373: 12367: 12366: 12360: 12359: 12353: 12352: 12346: 12345: 12339: 12338: 12332: 12331: 12325: 12324: 12318: 12317: 12311: 12310: 12303: 12302: 12289: 12288: 12282: 12281: 12269: 12267: 12266: 12261: 12256: 12255: 12237: 12236: 12230: 12229: 12223: 12221: 12220: 12215: 12194: 12193: 12187: 12186: 12180: 12179: 12172: 12171: 12167: 12159: 12158: 12152: 12151: 12145: 12144: 12138: 12136: 12135: 12130: 12125: 12124: 12106: 12104: 12103: 12098: 12093: 12092: 12074: 12073: 12067: 12066: 12060: 12059: 12053: 12052: 12046: 12045: 12038: 12027: 12026: 12020: 12019: 12013: 12012: 12006: 12005: 11999: 11998: 11992: 11991: 11985: 11984: 11978: 11977: 11971: 11970: 11964: 11962: 11959: 11947: 11946: 11940: 11939: 11933: 11932: 11926: 11925: 11919: 11918: 11912: 11911: 11905: 11904: 11898: 11897: 11891: 11890: 11884: 11875: 11874: 11868: 11867: 11861: 11860: 11854: 11853: 11847: 11846: 11840: 11839: 11833: 11832: 11826: 11825: 11819: 11818: 11812: 11811: 11805: 11802: 11793: 11786: 11785: 11783: 11782: 11777: 11775: 11774: 11753: 11752: 11750: 11749: 11744: 11742: 11741: 11720: 11719: 11717: 11716: 11711: 11703: 11702: 11690: 11689: 11671: 11670: 11668: 11667: 11662: 11654: 11653: 11641: 11640: 11622: 11621: 11619: 11618: 11613: 11593: 11592: 11590: 11589: 11584: 11564: 11563: 11561: 11560: 11555: 11535: 11534: 11532: 11531: 11526: 11506: 11504: 11502: 11501: 11496: 11477: 11476: 11472: 11470: 11469: 11464: 11462: 11461: 11445: 11444: 11443: 11441: 11440: 11435: 11430: 11429: 11406: 11399: 11392: 11385: 11384: 11382: 11381: 11376: 11362: 11360: 11359: 11354: 11352: 11351: 11334: 11333: 11299: 11297: 11296: 11291: 11286: 11282: 11278: 11277: 11276: 11271: 11270: 11245: 11244: 11217: 11213: 11212: 11208: 11207: 11202: 11201: 11169: 11168: 11129: 11127: 11126: 11121: 11099: 11097: 11096: 11091: 11079: 11077: 11076: 11071: 11060:(see above) for 11059: 11057: 11056: 11051: 11049: 11045: 11044: 11039: 11038: 11017: 11015: 11014: 11009: 11006: 11005: 11004: 10998: 10966: 10964: 10963: 10958: 10953: 10941: 10939: 10938: 10933: 10931: 10930: 10929: 10923: 10906: 10904: 10903: 10898: 10893: 10859: 10857: 10856: 10851: 10846: 10842: 10841: 10837: 10836: 10831: 10821: 10820: 10796: 10795: 10756: 10754: 10753: 10748: 10736: 10734: 10733: 10728: 10706: 10704: 10703: 10698: 10674: 10672: 10671: 10666: 10654: 10652: 10651: 10646: 10644: 10643: 10638: 10625: 10623: 10622: 10617: 10614: 10613: 10608: 10578: 10576: 10575: 10570: 10565: 10518: 10516: 10515: 10510: 10508: 10504: 10479: 10471: 10470: 10461: 10460: 10448: 10444: 10443: 10442: 10424: 10423: 10409: 10408: 10385: 10384: 10368: 10366: 10365: 10360: 10355: 10351: 10332: 10331: 10319: 10318: 10300: 10296: 10289: 10288: 10270: 10269: 10251: 10250: 10238: 10237: 10209: 10205: 10204: 10203: 10198: 10189: 10188: 10170: 10169: 10152: 10148: 10147: 10146: 10128: 10127: 10113: 10112: 10096: 10094: 10093: 10088: 10076: 10074: 10073: 10068: 10066: 10052: 10050: 10049: 10044: 10029: 10027: 10026: 10021: 10019: 10018: 10017: 10011: 9997:product topology 9994: 9992: 9991: 9986: 9967: 9965: 9964: 9959: 9957: 9956: 9955: 9954: 9936: 9935: 9920: 9907: 9899: 9898: 9883: 9878: 9860: 9859: 9854: 9853: 9839: 9837: 9836: 9831: 9825: 9824: 9823: 9822: 9804: 9803: 9781: 9779: 9778: 9773: 9771: 9767: 9745: 9737: 9736: 9727: 9726: 9714: 9710: 9709: 9708: 9690: 9689: 9675: 9674: 9673: 9672: 9654: 9653: 9625: 9623: 9622: 9617: 9612: 9608: 9589: 9588: 9573: 9572: 9534: 9533: 9515: 9514: 9502: 9501: 9500: 9499: 9481: 9480: 9459: 9457: 9456: 9451: 9435: 9433: 9432: 9427: 9422: 9410: 9408: 9407: 9402: 9397: 9389: 9388: 9373: 9371: 9370: 9365: 9360: 9347: 9343: 9311: 9310: 9309: 9303: 9274: 9272: 9271: 9266: 9261: 9257: 9253: 9252: 9244: 9243: 9231: 9230: 9218: 9214: 9213: 9212: 9200: 9199: 9176: 9172: 9171: 9170: 9158: 9157: 9128: 9124: 9120: 9119: 9111: 9110: 9095: 9094: 9061: 9060: 9021: 9020: 9015: 9006: 9005: 8992: 8990: 8989: 8984: 8982: 8981: 8976: 8960: 8958: 8957: 8952: 8947: 8946: 8934: 8933: 8921: 8920: 8908: 8907: 8895: 8894: 8882: 8881: 8860: 8858: 8857: 8852: 8847: 8843: 8839: 8838: 8837: 8825: 8824: 8812: 8811: 8799: 8798: 8786: 8785: 8773: 8772: 8748: 8747: 8735: 8734: 8714: 8712: 8711: 8706: 8704: 8703: 8691: 8690: 8671: 8669: 8668: 8663: 8661: 8657: 8656: 8655: 8643: 8642: 8621: 8619: 8618: 8613: 8611: 8607: 8606: 8605: 8593: 8592: 8555: 8553: 8552: 8547: 8545: 8544: 8539: 8522: 8520: 8519: 8514: 8509: 8508: 8503: 8452: 8450: 8449: 8444: 8442: 8441: 8436: 8423: 8421: 8420: 8415: 8413: 8412: 8407: 8390: 8388: 8387: 8382: 8380: 8376: 8375: 8374: 8347: 8345: 8344: 8339: 8327: 8325: 8324: 8319: 8280: 8278: 8277: 8272: 8257: 8255: 8254: 8249: 8204: 8202: 8201: 8196: 8194: 8190: 8189: 8188: 8161: 8159: 8158: 8153: 8151: 8147: 8146: 8145: 8118: 8116: 8115: 8110: 8098: 8096: 8095: 8090: 8085: 8081: 8080: 8079: 8052: 8050: 8049: 8044: 8042: 8038: 8037: 8036: 8009: 8007: 8006: 8001: 7989: 7987: 7986: 7981: 7979: 7975: 7974: 7973: 7946: 7944: 7943: 7938: 7936: 7932: 7931: 7930: 7903: 7901: 7900: 7895: 7881: 7879: 7878: 7873: 7868: 7864: 7860: 7859: 7851: 7850: 7838: 7837: 7822: 7818: 7817: 7816: 7804: 7803: 7780: 7776: 7775: 7774: 7762: 7761: 7744: 7743: 7698: 7696: 7695: 7690: 7685: 7684: 7679: 7666: 7664: 7663: 7658: 7637: 7635: 7634: 7629: 7627: 7626: 7621: 7608: 7606: 7605: 7600: 7588: 7586: 7585: 7580: 7566: 7564: 7563: 7558: 7539: 7537: 7536: 7531: 7511: 7509: 7508: 7503: 7491: 7489: 7488: 7483: 7469: 7467: 7466: 7461: 7446: 7444: 7443: 7438: 7417: 7415: 7414: 7409: 7397: 7395: 7394: 7389: 7373: 7371: 7370: 7365: 7353: 7351: 7350: 7345: 7333: 7331: 7330: 7325: 7311: 7309: 7308: 7303: 7298: 7294: 7270: 7269: 7230: 7228: 7227: 7222: 7207: 7205: 7204: 7199: 7187: 7185: 7184: 7179: 7168: 7167: 7148: 7146: 7145: 7140: 7116: 7114: 7113: 7108: 7091: 7089: 7088: 7083: 7071: 7069: 7068: 7063: 7048: 7046: 7045: 7040: 7028: 7026: 7025: 7020: 7008: 7006: 7005: 7000: 6988: 6986: 6985: 6980: 6968: 6966: 6965: 6960: 6937: 6935: 6934: 6929: 6927: 6923: 6919: 6912: 6911: 6899: 6898: 6870: 6868: 6867: 6862: 6860: 6856: 6849: 6848: 6836: 6835: 6811: 6809: 6808: 6803: 6767: 6765: 6764: 6759: 6732: 6730: 6729: 6724: 6694: 6692: 6691: 6686: 6666: 6664: 6663: 6658: 6639: 6637: 6636: 6631: 6535: 6533: 6532: 6527: 6509: 6507: 6506: 6501: 6459: 6457: 6456: 6451: 6439: 6437: 6436: 6431: 6419: 6417: 6416: 6411: 6390: 6388: 6387: 6382: 6340: 6338: 6337: 6332: 6317: 6315: 6314: 6309: 6292: 6290: 6289: 6284: 6263: 6261: 6260: 6255: 6240: 6238: 6237: 6232: 6220: 6218: 6217: 6212: 6200: 6198: 6197: 6192: 6177: 6175: 6174: 6169: 6145: 6143: 6142: 6137: 6132: 6131: 6126: 6125: 6111: 6109: 6108: 6103: 6090: 6088: 6087: 6082: 6062: 6060: 6059: 6054: 6049: 6048: 6043: 6042: 6028: 6026: 6025: 6020: 6008: 6006: 6005: 6000: 5976: 5974: 5973: 5968: 5949: 5947: 5946: 5941: 5922: 5920: 5919: 5914: 5902: 5900: 5899: 5894: 5882: 5880: 5879: 5874: 5860: 5858: 5857: 5852: 5837: 5835: 5834: 5829: 5780: 5778: 5777: 5772: 5751: 5749: 5748: 5743: 5724: 5722: 5721: 5716: 5697: 5695: 5694: 5689: 5666:, the resulting 5649:that renders it 5641: 5639: 5638: 5633: 5613: 5611: 5610: 5605: 5594:operator). Any 5589: 5587: 5586: 5581: 5569: 5567: 5566: 5561: 5546: 5544: 5543: 5538: 5536: 5535: 5510: 5508: 5507: 5502: 5494: 5493: 5439: 5437: 5436: 5431: 5429: 5428: 5415: 5413: 5412: 5407: 5393: 5391: 5390: 5385: 5369: 5367: 5366: 5361: 5335: 5333: 5332: 5327: 5318: 5317: 5293: 5291: 5290: 5285: 5279: 5278: 5254: 5252: 5251: 5246: 5221:Fraktur typeface 5208:Typographic note 5179: 5177: 5176: 5171: 5149: 5147: 5146: 5141: 5117: 5115: 5114: 5109: 5094: 5092: 5091: 5086: 5044: 5042: 5041: 5036: 5010: 5008: 5007: 5002: 4987: 4985: 4984: 4979: 4939: 4937: 4936: 4931: 4907: 4905: 4904: 4899: 4887: 4885: 4884: 4879: 4860: 4858: 4857: 4852: 4847: 4843: 4842: 4841: 4831: 4830: 4829: 4798: 4797: 4778: 4776: 4775: 4770: 4768: 4764: 4763: 4762: 4752: 4751: 4750: 4722: 4721: 4704: 4702: 4701: 4696: 4691: 4690: 4675: 4671: 4670: 4669: 4659: 4658: 4657: 4625: 4623: 4622: 4617: 4612: 4611: 4602: 4601: 4591: 4590: 4589: 4565: 4563: 4562: 4557: 4552: 4551: 4542: 4541: 4525: 4523: 4522: 4517: 4495:Sketch of Proof: 4493: 4491: 4490: 4485: 4480: 4476: 4464: 4460: 4459: 4450: 4449: 4437: 4436: 4435: 4434: 4417: 4416: 4404: 4403: 4393: 4388: 4365: 4364: 4351: 4349: 4348: 4343: 4338: 4334: 4333: 4332: 4322: 4321: 4320: 4292: 4291: 4281: 4280: 4279: 4244:is a σ-algebra. 4243: 4241: 4240: 4235: 4233: 4232: 4216: 4214: 4213: 4208: 4203: 4202: 4186: 4184: 4183: 4178: 4176: 4175: 4159: 4157: 4156: 4151: 4149: 4148: 4136: 4135: 4119: 4117: 4116: 4111: 4099: 4097: 4096: 4091: 4089: 4088: 4071:Sketch of Proof: 4067: 4065: 4064: 4059: 4054: 4053: 4043: 4042: 4041: 4010: 4008: 4007: 4002: 3987: 3985: 3984: 3979: 3976: 3972: 3971: 3970: 3955: 3954: 3925: 3923: 3922: 3917: 3899: 3897: 3896: 3891: 3875: 3873: 3872: 3867: 3865: 3853: 3851: 3850: 3845: 3840: 3828: 3826: 3825: 3820: 3801: 3799: 3798: 3793: 3772: 3770: 3769: 3764: 3759: 3747: 3745: 3744: 3739: 3727: 3725: 3724: 3719: 3701: 3700: 3673: 3657: 3655: 3654: 3649: 3635: 3633: 3632: 3627: 3603: 3601: 3600: 3595: 3574: 3572: 3571: 3566: 3554: 3552: 3551: 3546: 3534: 3532: 3531: 3526: 3512:is contained in 3511: 3509: 3508: 3503: 3488: 3486: 3485: 3480: 3459: 3457: 3456: 3451: 3436: 3434: 3433: 3428: 3416: 3414: 3413: 3408: 3388: 3386: 3385: 3380: 3368: 3366: 3365: 3360: 3348: 3346: 3345: 3340: 3321: 3319: 3318: 3313: 3301: 3299: 3298: 3293: 3246: 3244: 3243: 3238: 3186:measurable space 3183: 3181: 3180: 3175: 3160: 3158: 3157: 3152: 3140: 3138: 3137: 3132: 3120: 3118: 3117: 3112: 3079: 3077: 3076: 3071: 3047: 3045: 3044: 3039: 3027: 3025: 3024: 3019: 3004: 3002: 3001: 2996: 2968: 2966: 2965: 2960: 2937:Moreover, since 2936: 2934: 2933: 2928: 2909: 2907: 2906: 2901: 2889: 2887: 2886: 2881: 2866: 2864: 2863: 2858: 2843: 2841: 2840: 2835: 2816:De Morgan's laws 2806: 2804: 2803: 2798: 2787: 2786: 2774: 2773: 2761: 2760: 2738: 2736: 2735: 2730: 2715: 2713: 2712: 2707: 2699: 2698: 2686: 2685: 2673: 2672: 2652: 2650: 2649: 2644: 2631: 2629: 2628: 2623: 2598: 2596: 2595: 2590: 2575: 2573: 2572: 2567: 2551: 2549: 2548: 2543: 2529: 2527: 2526: 2521: 2509: 2507: 2506: 2501: 2482: 2480: 2479: 2474: 2448:. Then a subset 2443: 2441: 2440: 2435: 2414: 2412: 2411: 2406: 2381: 2379: 2378: 2373: 2371: 2370: 2365: 2364: 2350: 2348: 2347: 2342: 2337: 2336: 2331: 2330: 2314: 2313: 2308: 2307: 2297: 2296: 2291: 2290: 2280: 2279: 2274: 2273: 2257: 2255: 2254: 2249: 2241: 2240: 2210: 2209: 2176: 2175: 2170: 2169: 2155: 2153: 2152: 2147: 2134: 2132: 2131: 2126: 2112: 2110: 2109: 2104: 2066: 2065: 2044: 2043: 2031: 2030: 2018: 2017: 1999: 1998: 1965: 1963: 1962: 1957: 1942: 1940: 1939: 1934: 1918: 1916: 1915: 1910: 1898: 1896: 1895: 1890: 1863: 1861: 1860: 1855: 1850: 1849: 1839: 1821: 1820: 1810: 1792: 1791: 1781: 1759: 1757: 1756: 1751: 1749: 1748: 1738: 1716: 1714: 1713: 1708: 1703: 1702: 1692: 1675: 1669: 1668: 1667: 1657: 1632: 1630: 1629: 1624: 1613: 1612: 1594: 1593: 1571: 1569: 1568: 1563: 1548: 1546: 1545: 1540: 1532: 1531: 1513: 1512: 1496: 1494: 1493: 1488: 1486: 1468: 1466: 1465: 1460: 1458: 1457: 1447: 1415: 1413: 1412: 1407: 1396: 1395: 1377: 1376: 1366: 1361: 1343: 1342: 1332: 1327: 1311: 1306: 1288: 1287: 1277: 1255: 1253: 1252: 1247: 1235: 1233: 1232: 1227: 1219: 1218: 1206: 1205: 1193: 1192: 1164: 1162: 1161: 1156: 1145: 1144: 1143: 1142: 1125: 1124: 1123: 1122: 1095: 1093: 1092: 1087: 1072: 1070: 1069: 1064: 1056: 1055: 1043: 1042: 1026: 1024: 1023: 1018: 1010: 1009: 1008: 1007: 990: 989: 988: 987: 963: 961: 960: 955: 953: 952: 942: 907: 905: 904: 899: 887: 885: 884: 879: 868: 867: 849: 848: 838: 833: 815: 814: 804: 799: 783: 778: 760: 759: 749: 727: 725: 724: 719: 707: 705: 704: 699: 691: 690: 678: 677: 665: 664: 617: 615: 614: 609: 586: 584: 583: 578: 551: 549: 548: 543: 520: 518: 517: 512: 457: 455: 454: 449: 433: 431: 430: 425: 411: 410: 398: 397: 385: 384: 358: 356: 355: 350: 338: 336: 335: 330: 237: 235: 234: 229: 217: 215: 214: 209: 114:measurable space 111: 109: 108: 103: 76:, and countable 21: 14255: 14254: 14250: 14249: 14248: 14246: 14245: 14244: 14225:Boolean algebra 14215: 14214: 14190: 14187: 14182: 14181: 14173: 14169: 14162: 14141: 14137: 14100: 14096: 14068: 14065: 14064: 14048: 14045: 14044: 14043:-null sets. If 14028: 14025: 14024: 13996: 13993: 13992: 13973: 13970: 13969: 13953: 13950: 13949: 13937: 13927: 13923: 13916: 13902: 13898: 13891: 13870: 13866: 13859: 13842: 13838: 13825: 13823: 13814: 13813: 13809: 13804: 13794: 13769: 13768: 13766: 13763: 13762: 13745: 13744: 13742: 13739: 13738: 13715: 13711: 13702: 13698: 13684: 13681: 13680: 13679: 13660: 13659: 13657: 13654: 13653: 13627: 13624: 13623: 13613: 13594: 13593: 13591: 13588: 13587: 13561: 13558: 13557: 13551: 13532: 13530: 13527: 13508: 13505: 13504: 13502: 13501: 13482: 13479: 13478: 13476: 13475: 13469: 13467: 13466: 13460: 13458: 13457: 13438: 13435: 13434: 13432: 13430: 13429: 13423: 13421: 13420: 13414: 13412: 13411: 13405: 13403: 13402: 13396: 13393: 13370: 13369: 13367: 13364: 13363: 13361: 13360: 13359: 13338: 13337: 13335: 13332: 13331: 13329: 13328: 13283: 13280: 13279: 13277: 13276: 13231:Closed Topology 13230: 13191: 13188: 13187: 13185: 13184: 13131: 13103: 13102: 13094: 13091: 13090: 13036: 13008: 13007: 12999: 12996: 12995: 12941: 12938: 12910: 12909: 12901: 12898: 12897: 12843: 12764: 12689: 12686: 12610: 12608: 12533: 12458: 12382: 12380: 12300: 12298: 12271: 12251: 12247: 12245: 12242: 12241: 12203: 12200: 12199: 12198: 12170:(Dynkin System) 12169: 12168: 12165: 12120: 12116: 12114: 12111: 12110: 12088: 12084: 12082: 12079: 12078: 12036: 11960: 11957: 11955: 11880: 11800: 11798: 11789: 11770: 11769: 11761: 11758: 11757: 11756: 11737: 11736: 11728: 11725: 11724: 11723: 11698: 11694: 11685: 11681: 11679: 11676: 11675: 11674: 11649: 11645: 11636: 11632: 11630: 11627: 11626: 11625: 11601: 11598: 11597: 11596: 11572: 11569: 11568: 11567: 11543: 11540: 11539: 11538: 11514: 11511: 11510: 11509: 11489: 11486: 11485: 11483: 11480: 11457: 11456: 11454: 11451: 11450: 11448: 11447: 11446: 11425: 11424: 11422: 11419: 11418: 11416: 11415: 11410: 11370: 11367: 11366: 11347: 11346: 11344: 11341: 11340: 11337: 11306: 11272: 11266: 11265: 11264: 11237: 11233: 11232: 11228: 11224: 11203: 11197: 11196: 11195: 11191: 11161: 11157: 11156: 11152: 11135: 11132: 11131: 11115: 11112: 11111: 11085: 11082: 11081: 11065: 11062: 11061: 11040: 11034: 11033: 11032: 11028: 11023: 11020: 11019: 11000: 10999: 10994: 10993: 10972: 10969: 10968: 10949: 10947: 10944: 10943: 10925: 10924: 10919: 10918: 10916: 10913: 10912: 10889: 10872: 10869: 10868: 10865: 10832: 10827: 10826: 10822: 10816: 10815: 10788: 10784: 10783: 10779: 10762: 10759: 10758: 10742: 10739: 10738: 10716: 10713: 10712: 10686: 10683: 10682: 10678:random variable 10660: 10657: 10656: 10639: 10634: 10633: 10631: 10628: 10627: 10609: 10604: 10603: 10588: 10585: 10584: 10561: 10544: 10541: 10540: 10537: 10529:Borel σ-algebra 10525: 10475: 10466: 10465: 10456: 10452: 10438: 10434: 10419: 10415: 10414: 10410: 10404: 10400: 10396: 10392: 10380: 10376: 10374: 10371: 10370: 10327: 10323: 10314: 10310: 10278: 10274: 10265: 10261: 10246: 10242: 10233: 10229: 10228: 10224: 10223: 10219: 10199: 10194: 10193: 10184: 10180: 10165: 10161: 10160: 10156: 10142: 10138: 10123: 10119: 10118: 10114: 10108: 10104: 10102: 10099: 10098: 10082: 10079: 10078: 10062: 10060: 10057: 10056: 10035: 10032: 10031: 10013: 10012: 10007: 10006: 10004: 10001: 10000: 9977: 9974: 9973: 9950: 9946: 9931: 9927: 9926: 9922: 9903: 9894: 9890: 9889: 9879: 9868: 9855: 9849: 9848: 9847: 9845: 9842: 9841: 9818: 9814: 9799: 9795: 9794: 9790: 9787: 9784: 9783: 9741: 9732: 9731: 9722: 9718: 9704: 9700: 9685: 9681: 9680: 9676: 9668: 9664: 9649: 9645: 9644: 9640: 9639: 9635: 9633: 9630: 9629: 9584: 9580: 9568: 9564: 9545: 9541: 9529: 9525: 9510: 9506: 9495: 9491: 9476: 9472: 9471: 9467: 9465: 9462: 9461: 9445: 9442: 9441: 9438:cylinder subset 9418: 9416: 9413: 9412: 9393: 9384: 9383: 9381: 9378: 9377: 9356: 9339: 9305: 9304: 9299: 9298: 9290: 9287: 9286: 9283: 9248: 9239: 9235: 9226: 9222: 9208: 9204: 9195: 9191: 9190: 9186: 9166: 9162: 9153: 9149: 9148: 9144: 9143: 9139: 9135: 9115: 9106: 9102: 9090: 9086: 9056: 9052: 9039: 9035: 9031: 9016: 9011: 9010: 9001: 9000: 8998: 8995: 8994: 8977: 8972: 8971: 8969: 8966: 8965: 8961:is a π-system. 8942: 8938: 8929: 8925: 8916: 8912: 8903: 8899: 8890: 8886: 8877: 8873: 8868: 8865: 8864: 8833: 8829: 8820: 8816: 8807: 8803: 8794: 8790: 8781: 8777: 8768: 8764: 8763: 8759: 8755: 8743: 8739: 8730: 8726: 8724: 8721: 8720: 8699: 8695: 8686: 8682: 8680: 8677: 8676: 8651: 8647: 8638: 8634: 8633: 8629: 8627: 8624: 8623: 8601: 8597: 8588: 8584: 8583: 8579: 8577: 8574: 8573: 8570: 8540: 8535: 8534: 8532: 8529: 8528: 8504: 8499: 8498: 8496: 8493: 8492: 8490:Euclidean space 8459: 8437: 8432: 8431: 8429: 8426: 8425: 8408: 8403: 8402: 8400: 8397: 8396: 8370: 8366: 8359: 8355: 8353: 8350: 8349: 8333: 8330: 8329: 8286: 8283: 8282: 8263: 8260: 8259: 8210: 8207: 8206: 8184: 8180: 8173: 8169: 8167: 8164: 8163: 8141: 8137: 8130: 8126: 8124: 8121: 8120: 8104: 8101: 8100: 8075: 8071: 8064: 8060: 8058: 8055: 8054: 8032: 8028: 8021: 8017: 8015: 8012: 8011: 7995: 7992: 7991: 7969: 7965: 7958: 7954: 7952: 7949: 7948: 7926: 7922: 7915: 7911: 7909: 7906: 7905: 7889: 7886: 7885: 7855: 7846: 7842: 7833: 7829: 7812: 7808: 7799: 7795: 7794: 7790: 7770: 7766: 7757: 7753: 7752: 7748: 7736: 7732: 7731: 7727: 7723: 7703: 7700: 7699: 7680: 7675: 7674: 7672: 7669: 7668: 7643: 7640: 7639: 7622: 7617: 7616: 7614: 7611: 7610: 7594: 7591: 7590: 7574: 7571: 7570: 7549: 7546: 7545: 7525: 7522: 7521: 7497: 7494: 7493: 7477: 7474: 7473: 7452: 7449: 7448: 7447:is a subset of 7423: 7420: 7419: 7418:if and only if 7403: 7400: 7399: 7383: 7380: 7379: 7359: 7356: 7355: 7339: 7336: 7335: 7319: 7316: 7315: 7262: 7258: 7257: 7253: 7236: 7233: 7232: 7213: 7210: 7209: 7193: 7190: 7189: 7160: 7156: 7154: 7151: 7150: 7122: 7119: 7118: 7099: 7096: 7095: 7077: 7074: 7073: 7054: 7051: 7050: 7034: 7031: 7030: 7014: 7011: 7010: 6994: 6991: 6990: 6974: 6971: 6970: 6954: 6951: 6950: 6947: 6907: 6903: 6894: 6890: 6889: 6885: 6881: 6876: 6873: 6872: 6844: 6840: 6831: 6827: 6826: 6822: 6817: 6814: 6813: 6773: 6770: 6769: 6738: 6735: 6734: 6700: 6697: 6696: 6671: 6668: 6667: 6649: 6646: 6645: 6541: 6538: 6537: 6515: 6512: 6511: 6468: 6465: 6464: 6445: 6442: 6441: 6425: 6422: 6421: 6396: 6393: 6392: 6346: 6343: 6342: 6341:is empty, then 6326: 6323: 6322: 6300: 6297: 6296: 6269: 6266: 6265: 6246: 6243: 6242: 6226: 6223: 6222: 6206: 6203: 6202: 6183: 6180: 6179: 6163: 6160: 6159: 6156: 6151: 6127: 6121: 6120: 6119: 6117: 6114: 6113: 6097: 6094: 6093: 6076: 6073: 6072: 6044: 6038: 6037: 6036: 6034: 6031: 6030: 6014: 6011: 6010: 5994: 5991: 5990: 5984: 5977:is a σ-algebra. 5962: 5959: 5958: 5932: 5929: 5928: 5908: 5905: 5904: 5903:if and only if 5888: 5885: 5884: 5868: 5865: 5864: 5843: 5840: 5839: 5793: 5790: 5789: 5788:The collection 5763: 5760: 5759: 5734: 5731: 5730: 5707: 5704: 5703: 5683: 5680: 5679: 5676: 5627: 5624: 5623: 5599: 5596: 5595: 5575: 5572: 5571: 5555: 5552: 5551: 5531: 5530: 5516: 5513: 5512: 5489: 5488: 5456: 5453: 5452: 5442:separable space 5424: 5423: 5421: 5418: 5417: 5401: 5398: 5397: 5379: 5376: 5375: 5355: 5352: 5351: 5346: 5341: 5313: 5312: 5299: 5296: 5295: 5274: 5273: 5260: 5257: 5256: 5228: 5225: 5224: 5210: 5162: 5159: 5158: 5135: 5132: 5131: 5124: 5100: 5097: 5096: 5050: 5047: 5046: 5018: 5015: 5014: 4993: 4990: 4989: 4949: 4946: 4945: 4944:The collection 4913: 4910: 4909: 4893: 4890: 4889: 4888:is a subset of 4873: 4870: 4869: 4866: 4837: 4833: 4825: 4824: 4817: 4812: 4808: 4793: 4792: 4784: 4781: 4780: 4758: 4754: 4746: 4745: 4738: 4733: 4729: 4717: 4716: 4714: 4711: 4710: 4686: 4685: 4665: 4661: 4653: 4652: 4645: 4640: 4636: 4631: 4628: 4627: 4607: 4606: 4597: 4593: 4585: 4584: 4577: 4571: 4568: 4567: 4547: 4546: 4537: 4533: 4531: 4528: 4527: 4502: 4499: 4498: 4455: 4454: 4445: 4441: 4430: 4426: 4425: 4421: 4412: 4408: 4399: 4395: 4389: 4378: 4373: 4369: 4360: 4359: 4357: 4354: 4353: 4328: 4324: 4316: 4315: 4308: 4303: 4299: 4287: 4283: 4275: 4274: 4267: 4261: 4258: 4257: 4228: 4224: 4222: 4219: 4218: 4198: 4194: 4192: 4189: 4188: 4171: 4167: 4165: 4162: 4161: 4144: 4140: 4131: 4127: 4125: 4122: 4121: 4105: 4102: 4101: 4084: 4080: 4078: 4075: 4074: 4049: 4045: 4037: 4036: 4029: 4023: 4020: 4019: 3993: 3990: 3989: 3966: 3965: 3950: 3946: 3945: 3941: 3938: 3935: 3934: 3931: 3908: 3905: 3904: 3885: 3882: 3881: 3861: 3859: 3856: 3855: 3836: 3834: 3831: 3830: 3811: 3808: 3807: 3778: 3775: 3774: 3755: 3753: 3750: 3749: 3733: 3730: 3729: 3696: 3692: 3669: 3667: 3664: 3663: 3643: 3640: 3639: 3609: 3606: 3605: 3580: 3577: 3576: 3560: 3557: 3556: 3540: 3537: 3536: 3517: 3514: 3513: 3497: 3494: 3493: 3465: 3462: 3461: 3442: 3439: 3438: 3422: 3419: 3418: 3402: 3399: 3398: 3374: 3371: 3370: 3354: 3351: 3350: 3334: 3331: 3330: 3307: 3304: 3303: 3287: 3284: 3283: 3269: 3263: 3217: 3214: 3213: 3166: 3163: 3162: 3146: 3143: 3142: 3126: 3123: 3122: 3091: 3088: 3087: 3084:measurable sets 3053: 3050: 3049: 3033: 3030: 3029: 3010: 3007: 3006: 2978: 2975: 2974: 2942: 2939: 2938: 2919: 2916: 2915: 2895: 2892: 2891: 2875: 2872: 2871: 2849: 2846: 2845: 2829: 2826: 2825: 2782: 2778: 2769: 2765: 2756: 2752: 2744: 2741: 2740: 2721: 2718: 2717: 2694: 2690: 2681: 2677: 2668: 2664: 2662: 2659: 2658: 2638: 2635: 2634: 2608: 2605: 2604: 2599:then so is its 2581: 2578: 2577: 2561: 2558: 2557: 2537: 2534: 2533: 2515: 2512: 2511: 2495: 2492: 2491: 2453: 2450: 2449: 2420: 2417: 2416: 2400: 2397: 2396: 2393: 2388: 2366: 2360: 2359: 2358: 2356: 2353: 2352: 2332: 2326: 2325: 2324: 2309: 2303: 2302: 2301: 2292: 2286: 2285: 2284: 2275: 2269: 2268: 2267: 2265: 2262: 2261: 2236: 2232: 2205: 2201: 2171: 2165: 2164: 2163: 2161: 2158: 2157: 2141: 2138: 2137: 2120: 2117: 2116: 2115:However, after 2061: 2057: 2039: 2035: 2026: 2022: 2013: 2009: 1994: 1990: 1970: 1967: 1966: 1948: 1945: 1944: 1928: 1925: 1924: 1904: 1901: 1900: 1884: 1881: 1880: 1869: 1845: 1841: 1829: 1816: 1812: 1800: 1787: 1783: 1771: 1765: 1762: 1761: 1744: 1740: 1728: 1722: 1719: 1718: 1698: 1694: 1682: 1663: 1659: 1647: 1641: 1638: 1637: 1602: 1598: 1589: 1585: 1577: 1574: 1573: 1554: 1551: 1550: 1521: 1517: 1508: 1504: 1502: 1499: 1498: 1482: 1474: 1471: 1470: 1453: 1449: 1437: 1425: 1422: 1421: 1385: 1381: 1372: 1368: 1362: 1351: 1338: 1334: 1328: 1317: 1307: 1296: 1283: 1279: 1267: 1261: 1258: 1257: 1241: 1238: 1237: 1214: 1210: 1201: 1197: 1188: 1184: 1182: 1179: 1178: 1138: 1134: 1133: 1129: 1118: 1114: 1113: 1109: 1101: 1098: 1097: 1078: 1075: 1074: 1051: 1047: 1038: 1034: 1032: 1029: 1028: 1003: 999: 998: 994: 983: 979: 978: 974: 972: 969: 968: 948: 944: 932: 920: 917: 916: 893: 890: 889: 857: 853: 844: 840: 834: 823: 810: 806: 800: 789: 779: 768: 755: 751: 739: 733: 730: 729: 713: 710: 709: 686: 682: 673: 669: 660: 656: 654: 651: 650: 625: 600: 597: 596: 589:axiom of choice 569: 566: 565: 534: 531: 530: 506: 503: 502: 495: 487: 479:Borel hierarchy 443: 440: 439: 434:is a countable 406: 402: 393: 389: 380: 376: 371: 368: 367: 344: 341: 340: 243: 240: 239: 223: 220: 219: 173: 170: 169: 85: 82: 81: 35: 28: 23: 22: 15: 12: 11: 5: 14253: 14243: 14242: 14240:Measure theory 14237: 14232: 14227: 14213: 14212: 14206: 14186: 14185:External links 14183: 14180: 14179: 14167: 14160: 14135: 14114:(1): 345–349. 14094: 14088:if and only if 14072: 14052: 14032: 14012: 14009: 14006: 14003: 14000: 13980: 13977: 13957: 13931:Kunen, Kenneth 13921: 13914: 13896: 13889: 13864: 13857: 13836: 13806: 13805: 13803: 13800: 13797: 13796: 13783: 13780: 13777: 13772: 13748: 13726: 13723: 13718: 13714: 13710: 13705: 13701: 13697: 13694: 13691: 13688: 13668: 13663: 13650:disjoint union 13637: 13634: 13631: 13620: 13602: 13597: 13584:disjoint union 13571: 13568: 13565: 13547: 13537: 13536: 13525: 13512: 13499: 13486: 13473: 13464: 13455: 13442: 13427: 13418: 13409: 13400: 13391: 13373: 13346: 13341: 13325: 13324: 13321: 13314: 13307: 13300: 13287: 13269: 13262: 13255: 13248: 13241: 13234: 13226: 13225: 13222: 13215: 13208: 13195: 13177: 13170: 13163: 13156: 13149: 13142: 13135: 13127: 13126: 13119: 13106: 13101: 13098: 13088: 13081: 13074: 13067: 13064: 13061: 13054: 13047: 13040: 13037:Filter subbase 13032: 13031: 13024: 13011: 13006: 13003: 12993: 12986: 12979: 12972: 12969: 12966: 12959: 12952: 12945: 12934: 12933: 12926: 12913: 12908: 12905: 12895: 12888: 12881: 12874: 12871: 12868: 12861: 12854: 12847: 12839: 12838: 12831: 12824: 12817: 12810: 12803: 12796: 12789: 12782: 12775: 12768: 12760: 12759: 12756: 12749: 12742: 12735: 12728: 12721: 12714: 12707: 12700: 12693: 12682: 12681: 12678: 12671: 12664: 12657: 12650: 12643: 12636: 12629: 12622: 12615: 12604: 12603: 12600: 12593: 12586: 12579: 12572: 12565: 12558: 12551: 12544: 12537: 12529: 12528: 12525: 12518: 12511: 12504: 12497: 12490: 12483: 12476: 12469: 12462: 12454: 12453: 12450: 12443: 12436: 12429: 12422: 12415: 12408: 12401: 12394: 12387: 12376: 12375: 12368: 12361: 12354: 12347: 12340: 12333: 12326: 12319: 12312: 12305: 12301:(Order theory) 12294: 12293: 12290: 12283: 12276: 12259: 12254: 12250: 12238: 12231: 12224: 12213: 12210: 12207: 12195: 12188: 12181: 12174: 12161: 12160: 12153: 12146: 12139: 12128: 12123: 12119: 12107: 12096: 12091: 12087: 12075: 12068: 12061: 12054: 12047: 12040: 12037:Monotone class 12032: 12031: 12028: 12021: 12014: 12007: 12000: 11993: 11986: 11979: 11972: 11965: 11952: 11951: 11948: 11941: 11934: 11927: 11920: 11913: 11906: 11899: 11892: 11885: 11877: 11876: 11869: 11862: 11855: 11848: 11841: 11834: 11827: 11820: 11813: 11806: 11795: 11794: 11787: 11773: 11768: 11765: 11754: 11740: 11735: 11732: 11721: 11709: 11706: 11701: 11697: 11693: 11688: 11684: 11672: 11660: 11657: 11652: 11648: 11644: 11639: 11635: 11623: 11611: 11608: 11605: 11594: 11582: 11579: 11576: 11565: 11553: 11550: 11547: 11536: 11524: 11521: 11518: 11507: 11494: 11478: 11460: 11433: 11428: 11412: 11411: 11409: 11408: 11401: 11394: 11386: 11374: 11350: 11332: 11331: 11325: 11319: 11313: 11305: 11302: 11289: 11285: 11281: 11275: 11269: 11263: 11260: 11257: 11254: 11251: 11248: 11243: 11240: 11236: 11231: 11227: 11223: 11220: 11216: 11211: 11206: 11200: 11194: 11190: 11187: 11184: 11181: 11178: 11175: 11172: 11167: 11164: 11160: 11155: 11151: 11148: 11145: 11142: 11139: 11119: 11108:random process 11089: 11069: 11048: 11043: 11037: 11031: 11027: 11003: 10997: 10992: 10989: 10986: 10983: 10980: 10977: 10956: 10952: 10928: 10922: 10896: 10892: 10888: 10885: 10882: 10879: 10876: 10864: 10861: 10849: 10845: 10840: 10835: 10830: 10825: 10819: 10814: 10811: 10808: 10805: 10802: 10799: 10794: 10791: 10787: 10782: 10778: 10775: 10772: 10769: 10766: 10746: 10726: 10723: 10720: 10696: 10693: 10690: 10664: 10642: 10637: 10612: 10607: 10602: 10599: 10596: 10593: 10568: 10564: 10560: 10557: 10554: 10551: 10548: 10536: 10533: 10524: 10523:Ball σ-algebra 10521: 10507: 10503: 10500: 10497: 10494: 10491: 10488: 10485: 10482: 10478: 10474: 10469: 10464: 10459: 10455: 10451: 10447: 10441: 10437: 10433: 10430: 10427: 10422: 10418: 10413: 10407: 10403: 10399: 10395: 10391: 10388: 10383: 10379: 10358: 10354: 10350: 10347: 10344: 10341: 10338: 10335: 10330: 10326: 10322: 10317: 10313: 10309: 10306: 10303: 10299: 10295: 10292: 10287: 10284: 10281: 10277: 10273: 10268: 10264: 10260: 10257: 10254: 10249: 10245: 10241: 10236: 10232: 10227: 10222: 10218: 10215: 10212: 10208: 10202: 10197: 10192: 10187: 10183: 10179: 10176: 10173: 10168: 10164: 10159: 10155: 10151: 10145: 10141: 10137: 10134: 10131: 10126: 10122: 10117: 10111: 10107: 10086: 10065: 10042: 10039: 10030:restricted to 10016: 10010: 9984: 9981: 9953: 9949: 9945: 9942: 9939: 9934: 9930: 9925: 9919: 9916: 9913: 9910: 9906: 9902: 9897: 9893: 9888: 9882: 9877: 9874: 9871: 9867: 9863: 9858: 9852: 9828: 9821: 9817: 9813: 9810: 9807: 9802: 9798: 9793: 9770: 9766: 9763: 9760: 9757: 9754: 9751: 9748: 9744: 9740: 9735: 9730: 9725: 9721: 9717: 9713: 9707: 9703: 9699: 9696: 9693: 9688: 9684: 9679: 9671: 9667: 9663: 9660: 9657: 9652: 9648: 9643: 9638: 9615: 9611: 9607: 9604: 9601: 9598: 9595: 9592: 9587: 9583: 9579: 9576: 9571: 9567: 9563: 9560: 9557: 9554: 9551: 9548: 9544: 9540: 9537: 9532: 9528: 9524: 9521: 9518: 9513: 9509: 9505: 9498: 9494: 9490: 9487: 9484: 9479: 9475: 9470: 9449: 9425: 9421: 9400: 9396: 9392: 9387: 9363: 9359: 9355: 9352: 9346: 9342: 9338: 9335: 9332: 9329: 9326: 9323: 9320: 9317: 9314: 9308: 9302: 9297: 9294: 9282: 9279: 9264: 9260: 9256: 9251: 9247: 9242: 9238: 9234: 9229: 9225: 9221: 9217: 9211: 9207: 9203: 9198: 9194: 9189: 9185: 9182: 9179: 9175: 9169: 9165: 9161: 9156: 9152: 9147: 9142: 9138: 9134: 9131: 9127: 9123: 9118: 9114: 9109: 9105: 9101: 9098: 9093: 9089: 9085: 9082: 9079: 9076: 9073: 9070: 9067: 9064: 9059: 9055: 9051: 9048: 9045: 9042: 9038: 9034: 9030: 9027: 9024: 9019: 9014: 9009: 9004: 8980: 8975: 8950: 8945: 8941: 8937: 8932: 8928: 8924: 8919: 8915: 8911: 8906: 8902: 8898: 8893: 8889: 8885: 8880: 8876: 8872: 8850: 8846: 8842: 8836: 8832: 8828: 8823: 8819: 8815: 8810: 8806: 8802: 8797: 8793: 8789: 8784: 8780: 8776: 8771: 8767: 8762: 8758: 8754: 8751: 8746: 8742: 8738: 8733: 8729: 8715:is called the 8702: 8698: 8694: 8689: 8685: 8660: 8654: 8650: 8646: 8641: 8637: 8632: 8610: 8604: 8600: 8596: 8591: 8587: 8582: 8569: 8566: 8543: 8538: 8512: 8507: 8502: 8483:Non-Borel sets 8458: 8455: 8440: 8435: 8411: 8406: 8379: 8373: 8369: 8365: 8362: 8358: 8337: 8317: 8314: 8311: 8308: 8305: 8302: 8299: 8296: 8293: 8290: 8270: 8267: 8247: 8244: 8241: 8238: 8235: 8232: 8229: 8226: 8223: 8220: 8217: 8214: 8193: 8187: 8183: 8179: 8176: 8172: 8150: 8144: 8140: 8136: 8133: 8129: 8108: 8088: 8084: 8078: 8074: 8070: 8067: 8063: 8041: 8035: 8031: 8027: 8024: 8020: 7999: 7978: 7972: 7968: 7964: 7961: 7957: 7935: 7929: 7925: 7921: 7918: 7914: 7893: 7871: 7867: 7863: 7858: 7854: 7849: 7845: 7841: 7836: 7832: 7828: 7825: 7821: 7815: 7811: 7807: 7802: 7798: 7793: 7789: 7786: 7783: 7779: 7773: 7769: 7765: 7760: 7756: 7751: 7747: 7742: 7739: 7735: 7730: 7726: 7722: 7719: 7716: 7713: 7710: 7707: 7688: 7683: 7678: 7656: 7653: 7650: 7647: 7625: 7620: 7598: 7578: 7556: 7553: 7529: 7501: 7481: 7459: 7456: 7436: 7433: 7430: 7427: 7407: 7398:of subsets of 7387: 7363: 7343: 7323: 7301: 7297: 7293: 7290: 7287: 7283: 7279: 7276: 7273: 7268: 7265: 7261: 7256: 7252: 7249: 7246: 7243: 7240: 7220: 7217: 7197: 7177: 7174: 7171: 7166: 7163: 7159: 7138: 7135: 7132: 7129: 7126: 7106: 7103: 7081: 7061: 7058: 7038: 7018: 6998: 6978: 6958: 6946: 6943: 6926: 6922: 6918: 6915: 6910: 6906: 6902: 6897: 6893: 6888: 6884: 6880: 6859: 6855: 6852: 6847: 6843: 6839: 6834: 6830: 6825: 6821: 6812:Indeed, using 6801: 6798: 6795: 6792: 6789: 6786: 6783: 6780: 6777: 6757: 6754: 6751: 6748: 6745: 6742: 6722: 6719: 6716: 6713: 6710: 6707: 6704: 6684: 6681: 6678: 6675: 6656: 6653: 6629: 6626: 6623: 6620: 6617: 6614: 6611: 6608: 6605: 6602: 6599: 6596: 6593: 6590: 6587: 6584: 6581: 6578: 6575: 6572: 6569: 6566: 6563: 6560: 6557: 6554: 6551: 6548: 6545: 6525: 6522: 6519: 6499: 6496: 6493: 6490: 6487: 6484: 6481: 6478: 6475: 6472: 6449: 6429: 6409: 6406: 6403: 6400: 6380: 6377: 6374: 6371: 6368: 6365: 6362: 6359: 6356: 6353: 6350: 6330: 6307: 6304: 6293:and is called 6282: 6279: 6276: 6273: 6253: 6250: 6230: 6210: 6190: 6187: 6167: 6155: 6152: 6150: 6147: 6135: 6130: 6124: 6101: 6080: 6063:the so-called 6052: 6047: 6041: 6018: 5998: 5983: 5980: 5979: 5978: 5966: 5951: 5939: 5936: 5912: 5892: 5872: 5861: 5850: 5847: 5827: 5824: 5821: 5818: 5815: 5812: 5809: 5806: 5803: 5800: 5797: 5786: 5770: 5767: 5752: 5741: 5738: 5714: 5711: 5687: 5675: 5672: 5631: 5618:collection of 5603: 5579: 5559: 5534: 5529: 5526: 5523: 5520: 5500: 5497: 5492: 5487: 5484: 5481: 5478: 5475: 5472: 5469: 5466: 5463: 5460: 5427: 5405: 5383: 5359: 5345: 5342: 5340: 5337: 5324: 5321: 5316: 5310: 5307: 5304: 5282: 5277: 5271: 5268: 5265: 5244: 5241: 5238: 5235: 5232: 5209: 5206: 5169: 5166: 5139: 5123: 5120: 5119: 5118: 5107: 5104: 5084: 5081: 5078: 5075: 5072: 5069: 5066: 5063: 5060: 5057: 5054: 5034: 5031: 5028: 5025: 5022: 5011: 5000: 4997: 4977: 4974: 4971: 4968: 4965: 4962: 4959: 4956: 4953: 4929: 4926: 4923: 4920: 4917: 4897: 4877: 4865: 4862: 4850: 4846: 4840: 4836: 4828: 4823: 4820: 4816: 4811: 4807: 4804: 4801: 4796: 4791: 4788: 4767: 4761: 4757: 4749: 4744: 4741: 4737: 4732: 4728: 4725: 4720: 4694: 4689: 4684: 4681: 4678: 4674: 4668: 4664: 4656: 4651: 4648: 4644: 4639: 4635: 4615: 4610: 4605: 4600: 4596: 4588: 4583: 4580: 4576: 4555: 4550: 4545: 4540: 4536: 4515: 4512: 4509: 4506: 4483: 4479: 4475: 4472: 4469: 4463: 4458: 4453: 4448: 4444: 4440: 4433: 4429: 4424: 4420: 4415: 4411: 4407: 4402: 4398: 4392: 4387: 4384: 4381: 4377: 4372: 4368: 4363: 4341: 4337: 4331: 4327: 4319: 4314: 4311: 4307: 4302: 4298: 4295: 4290: 4286: 4278: 4273: 4270: 4266: 4231: 4227: 4206: 4201: 4197: 4174: 4170: 4147: 4143: 4139: 4134: 4130: 4109: 4087: 4083: 4057: 4052: 4048: 4040: 4035: 4032: 4028: 4000: 3997: 3975: 3969: 3964: 3961: 3958: 3953: 3949: 3944: 3930: 3927: 3915: 3912: 3889: 3864: 3843: 3839: 3818: 3815: 3791: 3788: 3785: 3782: 3762: 3758: 3737: 3717: 3714: 3711: 3708: 3705: 3699: 3695: 3691: 3688: 3685: 3682: 3679: 3676: 3672: 3647: 3625: 3622: 3619: 3616: 3613: 3593: 3590: 3587: 3584: 3564: 3544: 3524: 3521: 3501: 3478: 3475: 3472: 3469: 3449: 3446: 3426: 3406: 3395: 3394: 3378: 3369:that contains 3358: 3338: 3329:(or λ-system) 3323: 3311: 3291: 3262: 3259: 3236: 3233: 3230: 3227: 3224: 3221: 3173: 3170: 3150: 3130: 3110: 3107: 3104: 3101: 3098: 3095: 3069: 3066: 3063: 3060: 3057: 3037: 3017: 3014: 2994: 2991: 2988: 2985: 2982: 2958: 2955: 2952: 2949: 2946: 2926: 2923: 2899: 2879: 2856: 2853: 2833: 2808: 2807: 2796: 2793: 2790: 2785: 2781: 2777: 2772: 2768: 2764: 2759: 2755: 2751: 2748: 2728: 2725: 2705: 2702: 2697: 2693: 2689: 2684: 2680: 2676: 2671: 2667: 2642: 2632: 2621: 2618: 2615: 2612: 2588: 2585: 2565: 2556:: If some set 2541: 2531: 2519: 2499: 2472: 2469: 2466: 2463: 2460: 2457: 2444:represent its 2433: 2430: 2427: 2424: 2404: 2392: 2389: 2387: 2384: 2369: 2363: 2340: 2335: 2329: 2323: 2320: 2317: 2312: 2306: 2300: 2295: 2289: 2283: 2278: 2272: 2247: 2244: 2239: 2235: 2231: 2228: 2225: 2222: 2219: 2216: 2213: 2208: 2204: 2200: 2197: 2194: 2191: 2188: 2185: 2182: 2179: 2174: 2168: 2145: 2124: 2102: 2099: 2096: 2093: 2090: 2087: 2084: 2081: 2078: 2075: 2072: 2069: 2064: 2060: 2056: 2053: 2050: 2047: 2042: 2038: 2034: 2029: 2025: 2021: 2016: 2012: 2008: 2005: 2002: 1997: 1993: 1989: 1986: 1983: 1980: 1977: 1974: 1955: 1952: 1932: 1908: 1888: 1868: 1867:Sub σ-algebras 1865: 1853: 1848: 1844: 1838: 1835: 1832: 1828: 1827:lim sup 1824: 1819: 1815: 1809: 1806: 1803: 1799: 1798:lim inf 1795: 1790: 1786: 1780: 1777: 1774: 1770: 1747: 1743: 1737: 1734: 1731: 1727: 1706: 1701: 1697: 1691: 1688: 1685: 1681: 1680:lim sup 1674: 1666: 1662: 1656: 1653: 1650: 1646: 1645:lim inf 1634: 1633: 1622: 1619: 1616: 1611: 1608: 1605: 1601: 1597: 1592: 1588: 1584: 1581: 1561: 1558: 1538: 1535: 1530: 1527: 1524: 1520: 1516: 1511: 1507: 1485: 1481: 1478: 1456: 1452: 1446: 1443: 1440: 1436: 1435:lim inf 1432: 1429: 1419: 1405: 1402: 1399: 1394: 1391: 1388: 1384: 1380: 1375: 1371: 1365: 1360: 1357: 1354: 1350: 1346: 1341: 1337: 1331: 1326: 1323: 1320: 1316: 1310: 1305: 1302: 1299: 1295: 1291: 1286: 1282: 1276: 1273: 1270: 1266: 1265:lim inf 1245: 1236:of subsets of 1225: 1222: 1217: 1213: 1209: 1204: 1200: 1196: 1191: 1187: 1177:of a sequence 1176: 1172: 1165: 1154: 1151: 1148: 1141: 1137: 1132: 1128: 1121: 1117: 1112: 1108: 1105: 1085: 1082: 1062: 1059: 1054: 1050: 1046: 1041: 1037: 1016: 1013: 1006: 1002: 997: 993: 986: 982: 977: 951: 947: 941: 938: 935: 931: 930:lim sup 927: 924: 912: 897: 877: 874: 871: 866: 863: 860: 856: 852: 847: 843: 837: 832: 829: 826: 822: 818: 813: 809: 803: 798: 795: 792: 788: 782: 777: 774: 771: 767: 763: 758: 754: 748: 745: 742: 738: 737:lim sup 717: 708:of subsets of 697: 694: 689: 685: 681: 676: 672: 668: 663: 659: 649:of a sequence 648: 644: 642:limit supremum 624: 623:Limits of sets 621: 607: 604: 576: 573: 563: 541: 538: 529:to subsets of 510: 494: 491: 486: 483: 467:open intervals 447: 423: 420: 417: 414: 409: 405: 401: 396: 392: 388: 383: 379: 375: 348: 328: 325: 322: 319: 316: 313: 310: 307: 304: 301: 298: 295: 292: 289: 286: 283: 280: 277: 274: 271: 268: 265: 262: 259: 256: 253: 250: 247: 227: 207: 204: 201: 198: 195: 192: 189: 186: 183: 180: 177: 101: 98: 95: 92: 89: 26: 9: 6: 4: 3: 2: 14252: 14241: 14238: 14236: 14233: 14231: 14228: 14226: 14223: 14222: 14220: 14210: 14209:Sigma Algebra 14207: 14203: 14199: 14198: 14193: 14189: 14188: 14177: 14171: 14163: 14161:0-387-95313-2 14157: 14154:. p. 7. 14153: 14149: 14145: 14139: 14131: 14127: 14122: 14117: 14113: 14109: 14105: 14098: 14091: 14089: 14086: 14070: 14050: 14030: 14007: 14004: 14001: 13978: 13975: 13955: 13945: 13944: 13936: 13932: 13925: 13917: 13911: 13907: 13900: 13892: 13890:0-07-054234-1 13886: 13882: 13878: 13874: 13873:Rudin, Walter 13868: 13860: 13854: 13850: 13846: 13840: 13833: 13821: 13817: 13811: 13807: 13795: 13781: 13775: 13724: 13721: 13716: 13712: 13708: 13703: 13699: 13695: 13692: 13689: 13686: 13666: 13651: 13635: 13621: 13619: 13616: 13600: 13585: 13569: 13563: 13555: 13548: 13546: 13543: 13538: 13534: 13526: 13510: 13500: 13474: 13465: 13461:intersections 13456: 13428: 13419: 13410: 13406:intersections 13401: 13398: 13392: 13388: 13387:closed under: 13344: 13327: 13326: 13285: 13274: 13233: 13228: 13227: 13193: 13182: 13134: 13132:Open Topology 13129: 13128: 13099: 13096: 13039: 13034: 13033: 13004: 13001: 12944: 12942:(Filter base) 12936: 12935: 12906: 12903: 12846: 12841: 12840: 12767: 12762: 12761: 12692: 12684: 12683: 12614: 12606: 12605: 12536: 12531: 12530: 12461: 12456: 12455: 12386: 12378: 12377: 12304: 12296: 12295: 12275: 12252: 12248: 12211: 12208: 12205: 12173: 12163: 12162: 12121: 12117: 12089: 12085: 12039: 12034: 12033: 11963: 11954: 11953: 11883: 11879: 11878: 11804: 11797: 11796: 11792: 11788: 11766: 11763: 11755: 11733: 11722: 11707: 11704: 11699: 11695: 11691: 11686: 11682: 11673: 11658: 11655: 11650: 11646: 11642: 11637: 11633: 11624: 11609: 11595: 11580: 11574: 11566: 11551: 11548: 11545: 11537: 11522: 11519: 11516: 11508: 11505: 11492: 11479: 11475: 11474:closed under: 11431: 11414: 11413: 11407: 11402: 11400: 11395: 11393: 11388: 11387: 11364: 11335: 11329: 11326: 11323: 11320: 11317: 11314: 11311: 11308: 11307: 11301: 11287: 11283: 11279: 11273: 11261: 11258: 11255: 11249: 11241: 11238: 11234: 11229: 11225: 11221: 11218: 11214: 11209: 11204: 11192: 11188: 11185: 11182: 11179: 11173: 11165: 11162: 11158: 11153: 11149: 11143: 11137: 11117: 11109: 11105: 11104: 11087: 11067: 11046: 11041: 11029: 11025: 10990: 10987: 10978: 10975: 10954: 10910: 10886: 10880: 10860: 10847: 10843: 10838: 10833: 10823: 10812: 10809: 10806: 10800: 10792: 10789: 10785: 10780: 10776: 10770: 10764: 10744: 10724: 10721: 10718: 10710: 10709:random vector 10694: 10691: 10688: 10680: 10679: 10662: 10640: 10610: 10594: 10591: 10582: 10558: 10552: 10532: 10530: 10520: 10505: 10498: 10495: 10492: 10489: 10486: 10483: 10462: 10457: 10453: 10449: 10445: 10439: 10435: 10431: 10428: 10425: 10420: 10416: 10411: 10405: 10401: 10393: 10389: 10386: 10381: 10356: 10352: 10348: 10345: 10342: 10339: 10336: 10333: 10328: 10324: 10320: 10315: 10311: 10307: 10304: 10301: 10297: 10293: 10290: 10285: 10282: 10279: 10275: 10271: 10266: 10262: 10258: 10255: 10252: 10247: 10243: 10239: 10234: 10230: 10225: 10220: 10216: 10213: 10210: 10206: 10190: 10185: 10181: 10177: 10174: 10171: 10166: 10162: 10157: 10153: 10149: 10143: 10139: 10135: 10132: 10129: 10124: 10120: 10115: 10109: 10105: 10084: 10053: 10040: 10037: 9998: 9982: 9979: 9971: 9951: 9947: 9943: 9940: 9937: 9932: 9928: 9917: 9914: 9911: 9908: 9900: 9895: 9891: 9886: 9875: 9872: 9869: 9865: 9861: 9856: 9826: 9819: 9815: 9811: 9808: 9805: 9800: 9796: 9768: 9764: 9761: 9758: 9755: 9752: 9749: 9728: 9723: 9719: 9715: 9711: 9705: 9701: 9697: 9694: 9691: 9686: 9682: 9677: 9669: 9665: 9661: 9658: 9655: 9650: 9646: 9641: 9636: 9626: 9613: 9609: 9605: 9602: 9599: 9596: 9593: 9590: 9585: 9581: 9577: 9569: 9565: 9558: 9555: 9552: 9549: 9546: 9542: 9538: 9530: 9526: 9522: 9519: 9516: 9511: 9507: 9496: 9492: 9488: 9485: 9482: 9477: 9473: 9468: 9447: 9439: 9423: 9374: 9353: 9350: 9344: 9336: 9330: 9324: 9321: 9318: 9312: 9295: 9292: 9278: 9275: 9262: 9258: 9254: 9245: 9240: 9236: 9232: 9227: 9223: 9219: 9215: 9209: 9205: 9201: 9196: 9192: 9187: 9183: 9180: 9177: 9173: 9167: 9163: 9159: 9154: 9150: 9145: 9140: 9136: 9132: 9129: 9125: 9121: 9112: 9107: 9103: 9099: 9091: 9087: 9083: 9077: 9071: 9068: 9065: 9057: 9053: 9049: 9043: 9036: 9032: 9028: 9025: 9017: 8978: 8962: 8943: 8935: 8930: 8926: 8922: 8917: 8909: 8904: 8900: 8896: 8891: 8887: 8883: 8878: 8874: 8863:Observe that 8861: 8848: 8844: 8840: 8834: 8826: 8821: 8817: 8813: 8808: 8800: 8795: 8791: 8787: 8782: 8778: 8774: 8769: 8765: 8760: 8756: 8752: 8749: 8744: 8736: 8731: 8718: 8700: 8696: 8692: 8687: 8683: 8675: 8674:product space 8658: 8652: 8644: 8639: 8635: 8630: 8608: 8602: 8594: 8589: 8585: 8580: 8565: 8563: 8559: 8541: 8526: 8510: 8505: 8491: 8486: 8484: 8480: 8476: 8472: 8468: 8464: 8463:Borel algebra 8454: 8409: 8394: 8377: 8371: 8363: 8360: 8356: 8335: 8315: 8309: 8303: 8300: 8294: 8288: 8268: 8265: 8239: 8233: 8227: 8224: 8218: 8212: 8191: 8185: 8177: 8174: 8170: 8148: 8142: 8134: 8131: 8127: 8106: 8086: 8082: 8076: 8068: 8065: 8061: 8039: 8033: 8025: 8022: 8018: 7997: 7976: 7970: 7962: 7959: 7955: 7933: 7927: 7919: 7916: 7912: 7891: 7882: 7869: 7865: 7861: 7852: 7847: 7843: 7839: 7834: 7830: 7826: 7819: 7813: 7809: 7805: 7800: 7796: 7791: 7787: 7784: 7781: 7777: 7771: 7767: 7763: 7758: 7754: 7749: 7740: 7737: 7733: 7728: 7724: 7720: 7717: 7711: 7705: 7686: 7681: 7651: 7645: 7623: 7596: 7576: 7567: 7554: 7551: 7543: 7527: 7519: 7515: 7499: 7479: 7470: 7457: 7431: 7425: 7405: 7377: 7361: 7341: 7321: 7312: 7299: 7295: 7291: 7288: 7285: 7281: 7274: 7266: 7263: 7259: 7254: 7250: 7244: 7238: 7218: 7215: 7195: 7172: 7164: 7161: 7157: 7136: 7130: 7124: 7104: 7101: 7094: 7079: 7059: 7056: 7036: 7016: 6996: 6976: 6956: 6942: 6939: 6924: 6920: 6916: 6913: 6908: 6904: 6900: 6895: 6891: 6886: 6882: 6878: 6857: 6853: 6850: 6845: 6841: 6837: 6832: 6828: 6823: 6819: 6799: 6787: 6775: 6749: 6740: 6720: 6711: 6702: 6679: 6673: 6654: 6651: 6643: 6627: 6618: 6615: 6612: 6609: 6606: 6600: 6594: 6591: 6588: 6582: 6576: 6570: 6561: 6552: 6543: 6520: 6497: 6491: 6488: 6485: 6482: 6479: 6473: 6470: 6461: 6447: 6427: 6404: 6398: 6378: 6372: 6369: 6360: 6348: 6328: 6319: 6318: 6305: 6302: 6277: 6271: 6251: 6248: 6228: 6221:(even though 6208: 6188: 6185: 6165: 6146: 6133: 6128: 6099: 6078: 6070: 6067:, which in a 6066: 6050: 6045: 6016: 6009:can define a 5996: 5989: 5988:stopping time 5964: 5956: 5952: 5937: 5934: 5926: 5910: 5890: 5870: 5862: 5848: 5845: 5822: 5819: 5816: 5810: 5807: 5804: 5801: 5787: 5784: 5768: 5765: 5757: 5753: 5739: 5736: 5728: 5712: 5709: 5701: 5700: 5699: 5685: 5671: 5669: 5665: 5660: 5656: 5652: 5648: 5643: 5629: 5621: 5617: 5601: 5593: 5557: 5550: 5527: 5524: 5521: 5518: 5495: 5485: 5479: 5476: 5470: 5467: 5464: 5458: 5451: 5447: 5443: 5403: 5395: 5381: 5371: 5357: 5336: 5322: 5308: 5305: 5269: 5266: 5236: 5233: 5222: 5218: 5214: 5205: 5203: 5199: 5195: 5191: 5187: 5183: 5167: 5164: 5156: 5154: 5129: 5105: 5102: 5076: 5073: 5070: 5067: 5064: 5061: 5058: 5055: 5026: 5023: 5012: 4998: 4995: 4969: 4966: 4963: 4960: 4957: 4954: 4943: 4942: 4941: 4921: 4918: 4895: 4875: 4861: 4848: 4844: 4838: 4821: 4818: 4814: 4809: 4805: 4802: 4786: 4765: 4759: 4742: 4739: 4735: 4730: 4726: 4723: 4708: 4679: 4676: 4672: 4666: 4649: 4646: 4642: 4637: 4633: 4626:This implies 4613: 4603: 4598: 4581: 4578: 4574: 4553: 4543: 4538: 4513: 4510: 4507: 4504: 4496: 4481: 4477: 4473: 4470: 4467: 4461: 4451: 4446: 4442: 4438: 4431: 4427: 4418: 4413: 4409: 4405: 4400: 4396: 4390: 4385: 4382: 4379: 4375: 4370: 4366: 4339: 4335: 4329: 4312: 4309: 4305: 4300: 4296: 4293: 4288: 4271: 4268: 4264: 4255: 4250: 4249: 4245: 4229: 4204: 4199: 4172: 4145: 4137: 4132: 4107: 4085: 4072: 4068: 4055: 4050: 4033: 4030: 4026: 4016: 4015: 4011: 3998: 3995: 3973: 3962: 3959: 3956: 3951: 3942: 3926: 3913: 3903: 3879: 3841: 3816: 3813: 3805: 3786: 3780: 3760: 3735: 3712: 3709: 3703: 3697: 3693: 3689: 3683: 3680: 3677: 3661: 3645: 3636: 3623: 3617: 3611: 3588: 3582: 3562: 3542: 3522: 3519: 3499: 3491: 3473: 3467: 3447: 3444: 3424: 3404: 3392: 3376: 3356: 3336: 3328: 3327:Dynkin system 3324: 3309: 3289: 3282: 3278: 3277: 3276: 3274: 3268: 3258: 3256: 3255:Dynkin system 3252: 3247: 3234: 3225: 3222: 3211: 3207: 3203: 3199: 3195: 3191: 3187: 3171: 3168: 3141:is a set and 3128: 3108: 3099: 3096: 3085: 3080: 3067: 3061: 3055: 3035: 3015: 3012: 2986: 2983: 2972: 2950: 2947: 2924: 2913: 2877: 2870: 2854: 2831: 2824: 2819: 2817: 2814:(by applying 2813: 2812:intersections 2794: 2791: 2788: 2783: 2779: 2775: 2770: 2766: 2762: 2757: 2753: 2749: 2746: 2726: 2703: 2700: 2695: 2691: 2687: 2682: 2678: 2674: 2669: 2665: 2656: 2633: 2619: 2616: 2610: 2602: 2586: 2563: 2555: 2532: 2497: 2490: 2489: 2488: 2486: 2467: 2461: 2458: 2447: 2428: 2422: 2402: 2383: 2338: 2321: 2318: 2315: 2310: 2298: 2293: 2281: 2276: 2258: 2245: 2237: 2229: 2226: 2223: 2217: 2214: 2211: 2198: 2195: 2192: 2186: 2183: 2177: 2172: 2143: 2122: 2113: 2100: 2094: 2091: 2088: 2085: 2079: 2076: 2073: 2067: 2062: 2058: 2054: 2048: 2045: 2040: 2036: 2032: 2027: 2023: 2019: 2014: 2010: 2000: 1987: 1984: 1981: 1975: 1953: 1950: 1930: 1922: 1906: 1886: 1877: 1874: 1864: 1851: 1846: 1842: 1830: 1822: 1817: 1813: 1801: 1793: 1788: 1784: 1772: 1745: 1741: 1729: 1704: 1699: 1695: 1683: 1672: 1664: 1660: 1648: 1620: 1617: 1614: 1609: 1606: 1603: 1599: 1595: 1590: 1586: 1582: 1579: 1559: 1556: 1536: 1533: 1528: 1525: 1522: 1518: 1514: 1509: 1505: 1479: 1476: 1454: 1450: 1438: 1430: 1427: 1417: 1403: 1400: 1397: 1392: 1389: 1386: 1382: 1378: 1373: 1369: 1358: 1355: 1352: 1348: 1344: 1339: 1335: 1324: 1321: 1318: 1314: 1303: 1300: 1297: 1293: 1289: 1284: 1280: 1268: 1243: 1223: 1220: 1215: 1211: 1207: 1202: 1198: 1194: 1189: 1185: 1174: 1171: 1170:limit infimum 1168: 1166: 1152: 1149: 1146: 1139: 1135: 1130: 1126: 1119: 1115: 1110: 1106: 1103: 1083: 1080: 1060: 1057: 1052: 1048: 1044: 1039: 1035: 1014: 1011: 1004: 1000: 995: 991: 984: 980: 975: 967: 949: 945: 933: 925: 922: 914: 910: 895: 875: 872: 869: 864: 861: 858: 854: 850: 845: 841: 830: 827: 824: 820: 816: 811: 807: 796: 793: 790: 786: 775: 772: 769: 765: 761: 756: 752: 740: 715: 695: 692: 687: 683: 679: 674: 670: 666: 661: 657: 646: 643: 640: 638: 637: 636: 634: 630: 620: 605: 602: 594: 590: 574: 571: 561: 558: 556: 555:disjoint sets 539: 536: 528: 524: 508: 500: 490: 482: 480: 476: 472: 468: 464: 459: 445: 437: 421: 415: 412: 407: 403: 399: 394: 390: 386: 381: 377: 364: 362: 346: 326: 317: 314: 311: 308: 305: 302: 299: 293: 287: 284: 281: 275: 269: 266: 263: 257: 248: 225: 202: 199: 196: 193: 190: 187: 184: 178: 175: 166: 164: 160: 156: 151: 149: 145: 141: 137: 133: 128: 126: 122: 117: 115: 93: 90: 79: 78:intersections 75: 71: 67: 64: 60: 56: 52: 48: 44: 40: 33: 19: 18:Sigma algebra 14195: 14170: 14147: 14138: 14111: 14107: 14097: 14084: 13947: 13941: 13924: 13905: 13899: 13876: 13867: 13848: 13839: 13831: 13824:. Retrieved 13819: 13810: 13615: 13542: 13540: 13531:Intersection 12685: 11316:Sample space 11107: 11101: 11100:is called a 10866: 10708: 10676: 10675:is called a 10538: 10526: 10054: 9969: 9627: 9375: 9284: 9276: 8963: 8862: 8716: 8571: 8487: 8460: 7883: 7568: 7471: 7313: 7188:of the sets 7092: 6948: 6940: 6462: 6320: 6294: 6157: 5985: 5782: 5726: 5698:be any set. 5677: 5668:quotient set 5647:pseudometric 5644: 5446:metric space 5373: 5349: 5347: 5217:calligraphic 5212: 5211: 5201: 5193: 5189: 5185: 5181: 5152: 5127: 5125: 4867: 4497:By the case 4494: 4251: 4247: 4246: 4120:is in every 4070: 4069: 4017: 4013: 4012: 3932: 3902:sample space 3637: 3396: 3390: 3270: 3248: 3185: 3184:is called a 3081: 2970: 2911: 2868: 2820: 2809: 2654: 2553: 2484: 2483:is called a 2394: 2259: 2114: 1921:sample space 1899:) or Tails ( 1878: 1870: 1635: 1549:all contain 626: 559: 496: 488: 473:through all 460: 365: 167: 152: 129: 124: 118: 112:is called a 72:, countable 62: 54: 50: 46: 36: 13881:McGraw-Hill 13652:of sets in 13618:semialgebra 13586:of sets in 13431:complements 13424:complements 11961:(Semifield) 11958:Semialgebra 8558:integration 8475:closed sets 7334:from a set 7314:A function 7117:denoted by 6768:instead of 5781:called the 4217:Therefore, 3829:defined on 3267:π-λ theorem 3200:, with the 2739:then so is 1175:inner limit 966:subsequence 647:outer limit 593:Vitali sets 527:real number 121:set algebra 53:) on a set 14219:Categories 13802:References 12765:Dual ideal 12690:(𝜎-Field) 12687:𝜎-Algebra 11328:Sigma-ring 10369:for which 8479:Vitali set 8205:such that 7542:Borel sets 7376:measurable 6391:Otherwise 5925:singletons 5590:being the 5570:(and with 5440:that is a 5374:separable 5350:separable 5200:but not a 5150:is just a 3265:See also: 2601:complement 2391:Definition 1497:such that 1418:eventually 631:, involve 564:subset of 485:Motivation 155:statistics 70:complement 14202:EMS Press 14121:1112.1603 14085:separable 14071:μ 14051:μ 14031:μ 14008:μ 13956:μ 13779:∅ 13776:≠ 13725:… 13633:∖ 13630:Ω 13567:∖ 13511:∅ 13503:contains 13485:Ω 13477:contains 13468:countable 13459:countable 13441:Ω 13345:: 13286:∩ 13194:∪ 13097:∅ 13002:∅ 12939:Prefilter 12904:∅ 12272:they are 12258:↗ 12209:⊆ 12166:𝜆-system 12127:↗ 12095:↘ 11767:∈ 11764:∅ 11734:∈ 11731:Ω 11708:⋯ 11705:∪ 11692:∪ 11659:⋯ 11656:∩ 11643:∩ 11607:∖ 11604:Ω 11578:∖ 11549:∪ 11520:∩ 11493:⊇ 11432:: 11373:Ω 11339:Families 11262:∈ 11239:− 11222:σ 11189:σ 11186:∈ 11163:− 11138:σ 11026:σ 10991:⊆ 10985:→ 10982:Ω 10884:Σ 10878:Ω 10813:∈ 10790:− 10765:σ 10601:→ 10598:Ω 10556:Σ 10550:Ω 10496:≤ 10490:≤ 10463:∈ 10429:… 10390:σ 10378:Σ 10346:≤ 10340:≤ 10321:∈ 10302:∈ 10294:… 10256:… 10211:∩ 10201:∞ 10191:× 10178:× 10175:⋯ 10172:× 10133:… 9941:… 9924:Σ 9915:≤ 9901:∈ 9887:⋃ 9881:∞ 9866:⋃ 9809:… 9792:Σ 9762:≤ 9756:≤ 9729:∈ 9695:… 9659:… 9603:≤ 9597:≤ 9578:∈ 9550:∈ 9520:… 9486:… 9354:∈ 9337:∈ 9296:⊆ 9246:∈ 9184:× 9181:⋯ 9178:× 9133:σ 9113:∈ 9081:∞ 9078:− 9072:× 9069:⋯ 9066:× 9047:∞ 9044:− 9029:σ 8940:Σ 8936:∈ 8914:Σ 8910:∈ 8884:× 8831:Σ 8827:∈ 8805:Σ 8801:∈ 8775:× 8753:σ 8741:Σ 8737:× 8728:Σ 8693:× 8649:Σ 8599:Σ 8471:open sets 8465:over any 8439:∞ 8368:Σ 8304:σ 8301:⊆ 8289:σ 8182:Σ 8139:Σ 8073:Σ 8030:Σ 7967:Σ 7924:Σ 7853:∈ 7788:× 7785:⋯ 7782:× 7738:− 7721:σ 7706:σ 7646:σ 7455:Σ 7426:σ 7386:Σ 7354:to a set 7289:∈ 7264:− 7239:σ 7231:That is, 7162:− 7125:σ 7080:σ 7072:then the 7037:σ 6989:to a set 6917:… 6879:σ 6854:… 6820:σ 6776:σ 6741:σ 6703:σ 6674:σ 6568:∅ 6544:σ 6399:σ 6367:∅ 6355:∅ 6349:σ 6272:σ 6129:τ 6100:τ 6079:τ 6046:τ 6029:-algebra 6017:σ 5997:τ 5955:partition 5814:∖ 5799:∅ 5756:power set 5651:separable 5630:σ 5616:countable 5602:σ 5578:△ 5558:μ 5528:∈ 5491:△ 5480:μ 5459:ρ 5416:-algebra 5404:σ 5382:σ 5358:σ 5240:Σ 5138:Σ 5130:-algebra 5080:Λ 5077:∈ 5071:∩ 5059:⊆ 5030:Λ 4973:Σ 4970:∈ 4958:∩ 4925:Σ 4839:α 4835:Σ 4822:∈ 4819:α 4815:⋃ 4806:σ 4803:⊆ 4787:σ 4760:α 4756:Σ 4743:∈ 4740:α 4736:⋃ 4727:σ 4724:⊆ 4707:generated 4680:σ 4677:⊆ 4667:α 4663:Σ 4650:∈ 4647:α 4643:⋃ 4634:σ 4604:⊆ 4599:α 4595:Σ 4582:∈ 4579:α 4575:⋃ 4544:⊂ 4539:α 4535:Σ 4471:≥ 4452:∈ 4443:α 4428:α 4423:Σ 4419:∈ 4376:⋂ 4330:α 4326:Σ 4313:∈ 4310:α 4306:⋃ 4297:σ 4289:α 4285:Σ 4272:∈ 4269:α 4265:⋁ 4254:generates 4230:∗ 4226:Σ 4200:∗ 4196:Σ 4173:α 4169:Σ 4146:∗ 4142:Σ 4133:α 4129:Σ 4086:∗ 4082:Σ 4051:α 4047:Σ 4034:∈ 4031:α 4027:⋀ 3963:∈ 3960:α 3952:α 3948:Σ 3911:Ω 3888:Σ 3694:∫ 3681:∈ 3658:with the 3612:σ 3583:σ 3490:generated 3468:σ 3229:∞ 3206:morphisms 3149:Σ 3103:Σ 2990:∅ 2954:∅ 2922:Σ 2898:Σ 2867:since by 2852:Σ 2832:∅ 2823:empty set 2792:⋯ 2789:∪ 2776:∪ 2763:∪ 2724:Σ 2704:… 2641:Σ 2614:∖ 2584:Σ 2540:Σ 2518:Σ 2485:σ-algebra 2459:⊆ 2456:Σ 2446:power set 2368:∞ 2334:∞ 2322:⊆ 2319:⋯ 2316:⊆ 2299:⊆ 2282:⊆ 2218:⊆ 2207:∞ 2187:× 2092:≥ 2068:∈ 2049:… 1996:∞ 1973:Ω 1837:∞ 1834:→ 1808:∞ 1805:→ 1779:∞ 1776:→ 1736:∞ 1733:→ 1690:∞ 1687:→ 1673:⊆ 1655:∞ 1652:→ 1618:⋯ 1615:∩ 1596:∩ 1583:∈ 1537:… 1480:∈ 1445:∞ 1442:→ 1431:∈ 1401:⋯ 1398:∩ 1379:∩ 1364:∞ 1349:⋃ 1330:∞ 1315:⋂ 1309:∞ 1294:⋃ 1275:∞ 1272:→ 1224:… 1150:⋯ 1147:∩ 1127:∩ 1107:∈ 1061:⋯ 1015:… 940:∞ 937:→ 926:∈ 911:cofinally 873:⋯ 870:∪ 851:∪ 836:∞ 821:⋂ 802:∞ 787:⋃ 781:∞ 766:⋂ 747:∞ 744:→ 696:… 463:real line 436:partition 416:… 361:empty set 347:∅ 255:∅ 246:Σ 142:, and in 97:Σ 47:σ-algebra 14152:Springer 14146:(2001). 13933:(1995). 13875:(1987). 13847:(2012). 13826:30 March 13545:semiring 13533:Property 13422:relative 13397:downward 13395:directed 13100:∉ 13005:∉ 12907:∉ 12609:Algebra 12274:disjoint 12240:only if 12109:only if 12077:only if 11882:Semiring 11482:Directed 11304:See also 10867:Suppose 10539:Suppose 9285:Suppose 8258:for all 6871:to mean 5370:-algebra 5013:Suppose 4908:and let 4868:Suppose 3933:Suppose 3728:for all 3393:subsets. 3391:disjoint 3281:π-system 3251:π-system 3210:Measures 3198:category 3194:preimage 523:function 132:measures 125:finitely 14204:, 2001 13946:: 262. 13554:-system 13362:or, is 12611:(Field) 12534:𝜎-Ring 12197:only if 11803:-system 11449:or, is 11363:of sets 8488:On the 5549:measure 5396:) is a 5223:. Thus 3802:is the 3192:if the 2716:are in 1027:(where 499:measure 493:Measure 359:is the 59:subsets 51:σ-field 41:and in 14158:  13912:  13887:  13855:  13529:Finite 13470:unions 13415:unions 13413:finite 13404:finite 13323:Never 13224:Never 12844:Filter 12758:Never 12680:Never 12602:Never 12527:Never 12459:δ-Ring 12452:Never 12292:Never 12030:Never 11950:Never 11791:F.I.P. 9348:  7514:metric 6640:By an 5450:metric 5394:-field 4465:  3854:while 3773:where 3253:and a 3121:where 2890:is in 2844:is in 2576:is in 2510:is in 2351:where 1676:  1670:  339:where 74:unions 68:under 66:closed 14116:arXiv 13938:(PDF) 13549:is a 13066:Never 13063:Never 12971:Never 12968:Never 12873:Never 12870:Never 12381:Ring 12299:Ring 11365:over 11080:then 10907:is a 10707:) or 10655:then 10583:. If 10579:is a 9628:Each 8391:is a 8281:then 8119:from 7638:then 7512:is a 7029:is a 5729:over 5653:as a 5448:with 5155:-ring 3876:is a 2657:: If 562:every 521:is a 14156:ISBN 13910:ISBN 13885:ISBN 13853:ISBN 13828:2016 10911:and 10722:> 9972:for 8622:and 8572:Let 7990:and 7520:and 7009:and 6536:is 6158:Let 5754:The 5678:Let 5620:sets 5511:for 5372:(or 5294:or 5198:ring 4248:Join 4073:Let 4014:Meet 3806:for 2910:and 2395:Let 1167:The 1058:< 1045:< 913:many 639:The 45:, a 14126:doi 14083:is 13948:If 13433:in 11484:by 11130:is 11106:or 10967:If 10757:is 9999:of 9440:of 8481:or 8328:If 8162:to 8053:to 7947:to 7609:to 7569:If 7544:on 7516:or 7374:is 7208:in 6949:If 6321:If 6112:is 5957:of 5927:of 5758:of 4566:so 3492:by 3204:as 3048:is 2971:(3) 2912:(2) 2869:(1) 2818:). 2653:is 2552:is 1943:or 1769:lim 1726:lim 1256:is 1173:or 728:is 645:or 501:on 481:). 438:of 366:If 238:is 168:If 153:In 61:of 37:In 14221:: 14200:, 14194:, 14124:. 14112:83 14110:. 14106:. 13940:. 13883:. 13879:. 13830:. 13818:. 13614:A 12270:or 9436:A 8564:. 8485:. 5986:A 5348:A 5180:A 5126:A 3325:A 3279:A 3208:. 2603:, 1794::= 557:. 497:A 150:. 116:. 14164:. 14132:. 14128:: 14118:: 14011:) 14005:, 14002:X 13999:( 13979:, 13976:X 13918:. 13893:. 13861:. 13782:. 13771:F 13747:F 13722:, 13717:2 13713:A 13709:, 13704:1 13700:A 13696:, 13693:B 13690:, 13687:A 13667:. 13662:F 13636:A 13601:. 13596:F 13570:A 13564:B 13552:π 13372:F 13340:F 13298:) 13206:) 13105:F 13010:F 12912:F 12253:i 12249:A 12212:B 12206:A 12122:i 12118:A 12090:i 12086:A 11801:π 11772:F 11739:F 11700:2 11696:A 11687:1 11683:A 11651:2 11647:A 11638:1 11634:A 11610:A 11581:A 11575:B 11552:B 11546:A 11523:B 11517:A 11459:F 11427:F 11405:e 11398:t 11391:v 11349:F 11288:, 11284:) 11280:} 11274:X 11268:F 11259:A 11256:: 11253:) 11250:A 11247:( 11242:1 11235:Y 11230:{ 11226:( 11219:= 11215:} 11210:) 11205:X 11199:F 11193:( 11183:A 11180:: 11177:) 11174:A 11171:( 11166:1 11159:Y 11154:{ 11150:= 11147:) 11144:Y 11141:( 11118:Y 11088:Y 11068:X 11047:) 11042:X 11036:F 11030:( 11002:T 10996:R 10988:X 10979:: 10976:Y 10955:. 10951:T 10927:T 10921:R 10895:) 10891:P 10887:, 10881:, 10875:( 10848:. 10844:} 10839:) 10834:n 10829:R 10824:( 10818:B 10810:A 10807:: 10804:) 10801:A 10798:( 10793:1 10786:Y 10781:{ 10777:= 10774:) 10771:Y 10768:( 10745:Y 10725:1 10719:n 10711:( 10695:1 10692:= 10689:n 10681:( 10663:Y 10641:n 10636:R 10611:n 10606:R 10595:: 10592:Y 10567:) 10563:P 10559:, 10553:, 10547:( 10506:) 10502:} 10499:n 10493:i 10487:1 10484:, 10481:) 10477:R 10473:( 10468:B 10458:i 10454:B 10450:: 10446:) 10440:n 10436:B 10432:, 10426:, 10421:1 10417:B 10412:( 10406:n 10402:C 10398:{ 10394:( 10387:= 10382:n 10357:, 10353:} 10349:n 10343:i 10337:1 10334:, 10329:i 10325:B 10316:i 10312:x 10308:: 10305:X 10298:) 10291:, 10286:1 10283:+ 10280:n 10276:x 10272:, 10267:n 10263:x 10259:, 10253:, 10248:2 10244:x 10240:, 10235:1 10231:x 10226:( 10221:{ 10217:= 10214:X 10207:) 10196:R 10186:n 10182:B 10167:1 10163:B 10158:( 10154:= 10150:) 10144:n 10140:B 10136:, 10130:, 10125:1 10121:B 10116:( 10110:n 10106:C 10085:X 10064:T 10041:. 10038:X 10015:T 10009:R 9983:. 9980:X 9952:n 9948:t 9944:, 9938:, 9933:1 9929:t 9918:n 9912:i 9909:, 9905:T 9896:i 9892:t 9876:1 9873:= 9870:n 9862:= 9857:X 9851:F 9827:. 9820:n 9816:t 9812:, 9806:, 9801:1 9797:t 9769:} 9765:n 9759:i 9753:1 9750:, 9747:) 9743:R 9739:( 9734:B 9724:i 9720:B 9716:: 9712:) 9706:n 9702:B 9698:, 9692:, 9687:1 9683:B 9678:( 9670:n 9666:t 9662:, 9656:, 9651:1 9647:t 9642:C 9637:{ 9614:. 9610:} 9606:n 9600:i 9594:1 9591:, 9586:i 9582:B 9575:) 9570:i 9566:t 9562:( 9559:f 9556:: 9553:X 9547:f 9543:{ 9539:= 9536:) 9531:n 9527:B 9523:, 9517:, 9512:1 9508:B 9504:( 9497:n 9493:t 9489:, 9483:, 9478:1 9474:t 9469:C 9448:X 9424:. 9420:R 9399:) 9395:R 9391:( 9386:B 9362:} 9358:T 9351:t 9345:, 9341:R 9334:) 9331:t 9328:( 9325:f 9322:: 9319:f 9316:{ 9313:= 9307:T 9301:R 9293:X 9263:. 9259:) 9255:} 9250:R 9241:i 9237:b 9233:, 9228:i 9224:a 9220:: 9216:] 9210:n 9206:b 9202:, 9197:n 9193:a 9188:( 9174:] 9168:1 9164:b 9160:, 9155:1 9151:a 9146:( 9141:{ 9137:( 9130:= 9126:) 9122:} 9117:R 9108:i 9104:b 9100:: 9097:] 9092:n 9088:b 9084:, 9075:( 9063:] 9058:1 9054:b 9050:, 9041:( 9037:{ 9033:( 9026:= 9023:) 9018:n 9013:R 9008:( 9003:B 8979:n 8974:R 8949:} 8944:2 8931:2 8927:B 8923:, 8918:1 8905:1 8901:B 8897:: 8892:2 8888:B 8879:1 8875:B 8871:{ 8849:. 8845:) 8841:} 8835:2 8822:2 8818:B 8814:, 8809:1 8796:1 8792:B 8788:: 8783:2 8779:B 8770:1 8766:B 8761:{ 8757:( 8750:= 8745:2 8732:1 8701:2 8697:X 8688:1 8684:X 8659:) 8653:2 8645:, 8640:2 8636:X 8631:( 8609:) 8603:1 8595:, 8590:1 8586:X 8581:( 8542:n 8537:R 8511:, 8506:n 8501:R 8434:R 8410:n 8405:R 8378:) 8372:S 8364:, 8361:S 8357:( 8336:S 8316:. 8313:) 8310:g 8307:( 8298:) 8295:f 8292:( 8269:, 8266:x 8246:) 8243:) 8240:x 8237:( 8234:g 8231:( 8228:h 8225:= 8222:) 8219:x 8216:( 8213:f 8192:) 8186:S 8178:, 8175:S 8171:( 8149:) 8143:T 8135:, 8132:T 8128:( 8107:h 8087:. 8083:) 8077:T 8069:, 8066:T 8062:( 8040:) 8034:X 8026:, 8023:X 8019:( 7998:g 7977:) 7971:S 7963:, 7960:S 7956:( 7934:) 7928:X 7920:, 7917:X 7913:( 7892:f 7870:. 7866:) 7862:} 7857:R 7848:i 7844:b 7840:, 7835:i 7831:a 7827:: 7824:) 7820:] 7814:n 7810:b 7806:, 7801:n 7797:a 7792:[ 7778:] 7772:1 7768:b 7764:, 7759:1 7755:a 7750:[ 7746:( 7741:1 7734:f 7729:{ 7725:( 7718:= 7715:) 7712:f 7709:( 7687:: 7682:n 7677:R 7655:) 7652:f 7649:( 7624:n 7619:R 7597:X 7577:f 7555:. 7552:Y 7528:B 7500:Y 7480:B 7458:. 7435:) 7432:f 7429:( 7406:X 7362:Y 7342:X 7322:f 7300:. 7296:} 7292:B 7286:S 7282:: 7278:) 7275:S 7272:( 7267:1 7260:f 7255:{ 7251:= 7248:) 7245:f 7242:( 7219:. 7216:B 7196:S 7176:) 7173:S 7170:( 7165:1 7158:f 7137:, 7134:) 7131:f 7128:( 7105:, 7102:f 7060:, 7057:Y 7017:B 6997:Y 6977:X 6957:f 6925:) 6921:} 6914:, 6909:2 6905:A 6901:, 6896:1 6892:A 6887:{ 6883:( 6858:) 6851:, 6846:2 6842:A 6838:, 6833:1 6829:A 6824:( 6800:. 6797:) 6794:} 6791:} 6788:1 6785:{ 6782:{ 6779:( 6756:) 6753:} 6750:1 6747:{ 6744:( 6721:; 6718:) 6715:} 6712:A 6709:{ 6706:( 6683:) 6680:A 6677:( 6655:, 6652:A 6628:. 6625:} 6622:} 6619:3 6616:, 6613:2 6610:, 6607:1 6604:{ 6601:, 6598:} 6595:3 6592:, 6589:2 6586:{ 6583:, 6580:} 6577:1 6574:{ 6571:, 6565:{ 6562:= 6559:) 6556:} 6553:1 6550:{ 6547:( 6524:} 6521:1 6518:{ 6498:. 6495:} 6492:3 6489:, 6486:2 6483:, 6480:1 6477:{ 6474:= 6471:X 6448:F 6428:X 6408:) 6405:F 6402:( 6379:. 6376:} 6373:X 6370:, 6364:{ 6361:= 6358:) 6352:( 6329:F 6306:. 6303:F 6281:) 6278:F 6275:( 6252:. 6249:F 6229:F 6209:F 6189:. 6186:X 6166:F 6134:. 6123:F 6051:, 6040:F 5965:X 5938:. 5935:X 5911:X 5891:X 5871:X 5849:. 5846:A 5826:} 5823:X 5820:, 5817:A 5811:X 5808:, 5805:A 5802:, 5796:{ 5785:. 5769:, 5766:X 5740:. 5737:X 5713:, 5710:X 5686:X 5533:F 5525:B 5522:, 5519:A 5499:) 5496:B 5486:A 5483:( 5477:= 5474:) 5471:B 5468:, 5465:A 5462:( 5426:F 5323:. 5320:) 5315:F 5309:, 5306:X 5303:( 5281:) 5276:F 5270:, 5267:X 5264:( 5243:) 5237:, 5234:X 5231:( 5213:σ 5202:σ 5194:σ 5190:σ 5186:σ 5182:σ 5168:. 5165:X 5153:σ 5128:σ 5106:. 5103:X 5083:} 5074:Y 5068:A 5065:: 5062:X 5056:A 5053:{ 5033:) 5027:, 5024:Y 5021:( 4999:. 4996:Y 4976:} 4967:B 4964:: 4961:B 4955:Y 4952:{ 4928:) 4922:, 4919:X 4916:( 4896:X 4876:Y 4849:. 4845:) 4827:A 4810:( 4800:) 4795:P 4790:( 4766:) 4748:A 4731:( 4719:P 4693:) 4688:P 4683:( 4673:) 4655:A 4638:( 4614:. 4609:P 4587:A 4554:, 4549:P 4514:, 4511:1 4508:= 4505:n 4482:. 4478:} 4474:1 4468:n 4462:, 4457:A 4447:i 4439:, 4432:i 4414:i 4410:A 4406:: 4401:i 4397:A 4391:n 4386:1 4383:= 4380:i 4371:{ 4367:= 4362:P 4340:. 4336:) 4318:A 4301:( 4294:= 4277:A 4205:. 4138:, 4108:X 4056:. 4039:A 3999:. 3996:X 3974:} 3968:A 3957:: 3943:{ 3914:. 3863:P 3842:, 3838:R 3817:, 3814:X 3790:) 3787:x 3784:( 3781:F 3761:, 3757:R 3736:A 3716:) 3713:x 3710:d 3707:( 3704:F 3698:A 3690:= 3687:) 3684:A 3678:X 3675:( 3671:P 3646:X 3624:. 3621:) 3618:P 3615:( 3592:) 3589:P 3586:( 3563:D 3543:P 3523:. 3520:D 3500:P 3477:) 3474:P 3471:( 3448:, 3445:P 3425:D 3405:P 3377:X 3357:X 3337:D 3310:X 3290:P 3235:. 3232:] 3226:, 3223:0 3220:[ 3172:, 3169:X 3129:X 3109:, 3106:) 3100:, 3097:X 3094:( 3068:. 3065:) 3062:X 3059:( 3056:P 3036:X 3016:. 3013:X 2993:} 2987:, 2984:X 2981:{ 2957:} 2951:, 2948:X 2945:{ 2925:. 2878:X 2855:, 2795:. 2784:3 2780:A 2771:2 2767:A 2758:1 2754:A 2750:= 2747:A 2727:, 2701:, 2696:3 2692:A 2688:, 2683:2 2679:A 2675:, 2670:1 2666:A 2620:. 2617:A 2611:X 2587:, 2564:A 2530:. 2498:X 2471:) 2468:X 2465:( 2462:P 2432:) 2429:X 2426:( 2423:P 2403:X 2362:G 2339:, 2328:G 2311:3 2305:G 2294:2 2288:G 2277:1 2271:G 2246:. 2243:} 2238:n 2234:} 2230:T 2227:, 2224:H 2221:{ 2215:A 2212:: 2203:} 2199:T 2196:, 2193:H 2190:{ 2184:A 2181:{ 2178:= 2173:n 2167:G 2144:n 2123:n 2101:. 2098:} 2095:1 2089:i 2086:, 2083:} 2080:T 2077:, 2074:H 2071:{ 2063:i 2059:x 2055:: 2052:) 2046:, 2041:3 2037:x 2033:, 2028:2 2024:x 2020:, 2015:1 2011:x 2007:( 2004:{ 2001:= 1992:} 1988:T 1985:, 1982:H 1979:{ 1976:= 1954:: 1951:T 1931:H 1907:T 1887:H 1852:. 1847:n 1843:A 1831:n 1823:= 1818:n 1814:A 1802:n 1789:n 1785:A 1773:n 1746:n 1742:A 1730:n 1705:. 1700:n 1696:A 1684:n 1665:n 1661:A 1649:n 1621:. 1610:1 1607:+ 1604:N 1600:A 1591:N 1587:A 1580:x 1560:; 1557:x 1534:, 1529:1 1526:+ 1523:N 1519:A 1515:, 1510:N 1506:A 1484:N 1477:N 1455:n 1451:A 1439:n 1428:x 1404:. 1393:1 1390:+ 1387:n 1383:A 1374:n 1370:A 1359:1 1356:= 1353:n 1345:= 1340:m 1336:A 1325:n 1322:= 1319:m 1304:1 1301:= 1298:n 1290:= 1285:n 1281:A 1269:n 1244:X 1221:, 1216:3 1212:A 1208:, 1203:2 1199:A 1195:, 1190:1 1186:A 1153:. 1140:2 1136:n 1131:A 1120:1 1116:n 1111:A 1104:x 1084:; 1081:x 1053:2 1049:n 1040:1 1036:n 1012:, 1005:2 1001:n 996:A 992:, 985:1 981:n 976:A 950:n 946:A 934:n 923:x 896:x 876:. 865:1 862:+ 859:n 855:A 846:n 842:A 831:1 828:= 825:n 817:= 812:m 808:A 797:n 794:= 791:m 776:1 773:= 770:n 762:= 757:n 753:A 741:n 716:X 693:, 688:3 684:A 680:, 675:2 671:A 667:, 662:1 658:A 606:. 603:X 575:, 572:X 540:; 537:X 509:X 446:X 422:, 419:} 413:, 408:3 404:A 400:, 395:2 391:A 387:, 382:1 378:A 374:{ 327:, 324:} 321:} 318:d 315:, 312:c 309:, 306:b 303:, 300:a 297:{ 294:, 291:} 288:d 285:, 282:c 279:{ 276:, 273:} 270:b 267:, 264:a 261:{ 258:, 252:{ 249:= 226:X 206:} 203:d 200:, 197:c 194:, 191:b 188:, 185:a 182:{ 179:= 176:X 100:) 94:, 91:X 88:( 63:X 55:X 34:. 20:)

Index

Sigma algebra
Universal algebra
mathematical analysis
probability theory
subsets
closed
complement
unions
intersections
measurable space
set algebra
measures
mathematical analysis
Lebesgue integration
probability theory
conditional expectation
statistics
sufficient statistic
conditional density
empty set
partition
real line
open intervals
transfinite iteration
countable ordinals
Borel hierarchy
measure
function
real number
disjoint sets

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