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 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|(Lebesque) 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 [[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]].   


==Formal definition==
==Formal definition==
Given a set <math>\scriptstyle \Omega</math>, let <math>\scriptstyle P\,=\, 2^\Omega</math> be its power set, i.e. set of all subsets of <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'' &sube; ''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:
Then a subset ''F'' &sube; ''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>\scriptstyle \Omega \,\in\, F.</math>
# If <math>\scriptstyle A\in F </math> then <math>\scriptstyle  A^c \in F</math>
# If <math>\scriptstyle A\,\in\, F </math> then the [[complement (set theory)|complement]] <math>\scriptstyle  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>\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>


== Examples ==
== Examples ==
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[[Measure theory]]
[[Measure theory]]


[[Measure (mathematics)|measure]]
[[Measure (mathematics)|Measure]]


== External links ==
== External links ==
* [http://www.probability.net/WEBdynkin.pdf Tutorial] on sigma algebra at probability.net
* [http://www.probability.net/WEBdynkin.pdf Tutorial] on sigma algebra at probability.net

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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 FP (i.e., F is a collection of subset of ) is a sigma algebra if it satisfies all the following conditions or axioms:

  1. If then the complement
  2. 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

Set

Set theory

Borel set

Measure theory

Measure

External links

  • Tutorial on sigma algebra at probability.net