Sigma algebra: Difference between revisions
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In [[mathematics]], a '''sigma algebra''' is a [[mathematical structure|formal mathematical structure]] intended among other things to provide a rigid basis for [[measure theory]] and axiomatic [[probability theory]]. In essence it is a collection of subsets of an arbitrary set <math>\scriptstyle \Omega</math> that contains <math>\scriptstyle \Omega</math> itself and which is closed under the taking of complements (with respect to <math>\scriptstyle \Omega</math>) and countable unions. It is found to be just the right structure that allows construction of non-trivial and useful [[measure (mathematics)|measures]] on which a rich theory of [[Lebesgue integral|(Lebesgue) integration]] can be developed which is much more general than [[Riemann integral|Riemann integration]]. | |||
In [[mathematics]], a '''sigma algebra''' is a [[mathematical structure|formal mathematical structure]] intended among other things to provide a rigid basis for [[axiomatic probability theory]]. | |||
==Formal definition== | ==Formal definition== | ||
Given a set <math>\Omega</math> | Given a set <math>\scriptstyle \Omega</math>, let <math>\scriptstyle P\,=\, 2^\Omega</math> be its [[power set]], i.e. set of all [[subset]]s of <math>\Omega</math>. | ||
Then a subset ''F'' ⊆ ''P'' (i.e., ''F'' is a collection of subset of <math>\scriptstyle \Omega</math>) is a sigma algebra if it satisfies all the following conditions or axioms: | |||
# <math>\scriptstyle \Omega \,\in\, F.</math> | |||
# <math>\ | # If <math>\scriptstyle A\,\in\, F </math> then the [[complement (set theory)|complement]] <math>\scriptstyle A^c \in F</math> | ||
# If <math>A\in F </math> then <math> A^c \in F</math> | # If <math>\scriptstyle G_i \,\in\, F</math> for <math>\scriptstyle i \,=\, 1,2,3,\dots</math> then <math>\scriptstyle \bigcup_{i=1}^{\infty} G_{i} \in F </math> | ||
# If <math>G_i \in F</math> for <math>i = 1,2,3,\dots</math> then <math>\bigcup_{i =1}^{\infty} G_{i} \in F </math> | |||
== Examples == | == Examples == | ||
* For any set ''S'', the power set 2<sup>''S''</sup> itself is a σ algebra. | |||
* For any set S, the power set 2<sup>S</sup> itself is a σ algebra. | |||
* The set of all [[Borel set|Borel subsets]] of the [[real number|real line]] is a sigma-algebra. | * The set of all [[Borel set|Borel subsets]] of the [[real number|real line]] is a sigma-algebra. | ||
*Given the set <math>\Omega</math>={Red,Yellow,Green}, the subset F={{}, {Green}, {Red, Yellow}, {Red,Yellow,Green}} of <math>2^\Omega</math> is a σ algebra. | * Given the set <math>\scriptstyle \Omega</math> = {Red, Yellow, Green}, the subset ''F'' = {{}, {Green}, {Red, Yellow}, {Red, Yellow, Green}} of <math>\scriptstyle 2^\Omega</math> is a σ algebra. | ||
== See also == | == See also == | ||
[[Set]] | |||
[[Set theory]] | |||
[[Borel set]] | |||
[[Measure theory]] | |||
[[Measure (mathematics)|Measure]] | |||
== External links == | == External links == | ||
*[http://www.probability.net/WEBdynkin.pdf Tutorial] | * [http://www.probability.net/WEBdynkin.pdf Tutorial] on sigma algebra at probability.net[[Category:Suggestion Bot Tag]] |
Latest revision as of 11:00, 18 October 2024
In mathematics, a sigma algebra is a formal mathematical structure intended among other things to provide a rigid basis for measure theory and axiomatic probability theory. In essence it is a collection of subsets of an arbitrary set that contains itself and which is closed under the taking of complements (with respect to ) and countable unions. It is found to be just the right structure that allows construction of non-trivial and useful measures on which a rich theory of (Lebesgue) integration can be developed which is much more general than Riemann integration.
Formal definition
Given a set , let be its power set, i.e. set of all subsets of . Then a subset F ⊆ P (i.e., F is a collection of subset of ) is a sigma algebra if it satisfies all the following conditions or axioms:
- If then the complement
- If for then
Examples
- For any set S, the power set 2S itself is a σ algebra.
- The set of all Borel subsets of the real line is a sigma-algebra.
- Given the set = {Red, Yellow, Green}, the subset F = {{}, {Green}, {Red, Yellow}, {Red, Yellow, Green}} of is a σ algebra.
See also
External links
- Tutorial on sigma algebra at probability.net