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Sigma algebra
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∀A∈A[AC∈A] ∀{An}∞n=1⊆A[∞⋃n=1An∈A] For a σ-algebra (X,A⊆P(X))
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- Note: A Sigma-algebra of sets, or σ-algebra is very similar to a σ-ring of sets.
- A ring of sets is to an algebra of sets as a σ-ring is to a σ-algebra
Definition
Given a set X a σ-algebra on X is a family of subsets of X, A[Note 1], such that[1]:
Note on Alternative Definitions
[Expand]
Many books have slightly different definitions of a \sigma-algebra, the definition above is actually equivalent to the longer definitions one might see around.
The two properties above give rise to all the others.
Usually on this project differing definitions are listed, but due to the trivial proofs that they share properties, this was omitted.
To show this yourself, do the following:
- Show a \sigma-algebra is closed under set-subtraction, \forall A,B\in\mathcal{A}[A-B\in\mathcal{A}]
- Use this to show \emptyset\in\mathcal{A} , notice \emptyset=A-A\in\mathcal{A} for any A\in\mathcal{A}
- X\in\mathcal{A} as \emptyset^C\in\mathcal{A}
This resolves most ambiguities.
Immediate consequences
Among other things immediately we see that:
[Expand]
- As A-B=(A^c\cup B)^c and a \sigma-algebra is closed under complements and unions, this shows it is closed under set subtraction too
[Expand]
One might argue that we only know \mathcal{A} is closed under countable union, not finite (2) union. so we cannot know A^C\cup B\in\mathcal{A} , thus this proof is invalid. It is not invalid.
The person who mentioned this argued that we require set-subtraction in order to show \emptyset\in\mathcal{A} - which we do not yet know, so we cannot construct the family:
- \{A_n\}_{n=1}^\infty with A_1=A^C, A_2=B, A_i=\emptyset for i> 2
And they are not wrong, however:
- A^C\cup B=A^C\cup B\cup B\cup B\ldots
So
- \{A_n\}_{n=1}^\infty with A_1=A^C and A_i=B for i> 1 is something we can construct.
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- \mathcal{A} is \cap-closed (furthermore, that \mathcal{A} is in fact \sigma-\cap-closed - that is closed under countable intersections)
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- See Properties of a class of sets closed under set subtraction
[Expand]
- \forall A\in\mathcal{A} we have A-A\in\mathcal{A} (by closure under set subtraction), as A-A=\emptyset, \emptyset\in\mathcal{A}
[Expand]
- As \emptyset\in\mathcal{A} and it is closed under complement we see that \emptyset^c\in\mathcal{A} (by closure under complement) and \emptyset^c=X - the claim follows.
[Expand]
- \mathcal{A} is a \sigma-algebra \implies \mathcal{A} is a \sigma-ring
- To prove this we must check:
- \mathcal{A} is closed under countable union
- True by definition of \sigma-algebra
- \mathcal{A} is closed under set subtraction
- We've already shown this, so this is true too.
- This completes the proof.
Important theorems
Common \sigma-algebras
See also: Index of common \sigma-algebras
See also
Notes
- Jump up ↑ So \mathcal{A}\subseteq\mathcal{P}(X)
- Jump up ↑ Measures, Integrals and Martingales puts this in the definition of \sigma-algebras
References
- Jump up ↑ Measures, Integrals and Martingales - René L. Schilling
Measure Theory
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Overview of the basic and important objects studied in measure theory
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Set-structures
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Measures
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Functions
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Spaces
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Integrals
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OLD PAGE
A Sigma-algebra of sets, or \sigma-algebra is very similar to a \sigma-ring of sets.
Like how ring of sets and algebra of sets differ, the same applies to \sigma-ring compared to \sigma-algebra
Definition
A non empty class of sets S is a \sigma-algebra[Note 1] if[1][2]
- if A\in S then A^c\in S
- if \{A_n\}_{n=1}^\infty\subset S then \cup^\infty_{n=1}A_n\in S
That is it is closed under complement and countable union.
Immediate consequences
Among other things immediately we see that:
[Expand]
- As A-B=(A^c\cup B)^c and a \sigma-algebra is closed under complements and unions, this shows it is closed under set subtraction too
[Expand]
- \mathcal{A} is \cap-closed (furthermore, that \mathcal{A} is in fact \sigma-\cap-closed - that is closed under countable intersections)
[Expand]
- \forall A\in\mathcal{A} we have A-A\in\mathcal{A} (by closure under set subtraction), as A-A=\emptyset, \emptyset\in\mathcal{A}
[Expand]
- As \emptyset\in\mathcal{A} and it is closed under complement we see that \emptyset^c\in\mathcal{A} (by closure under complement) and \emptyset^c=X - the claim follows.
[Expand]
- \mathcal{A} is a \sigma-algebra \implies \mathcal{A} is a \sigma-ring
- To prove this we must check:
- \mathcal{A} is closed under countable union
- True by definition of \sigma-algebra
- \mathcal{A} is closed under set subtraction
- We've already shown this, so this is true too.
- This completes the proof.
Important theorems
[Expand]
The intersection of \sigma-algebras is a \sigma-algebra
TODO: Proof - see PTACC page 5, also in Halmos AND in that other book
Common \sigma-algebras
See also: Index of common \sigma-algebras
See also
Notes
- Jump up ↑ Some books (notably Measures, Integrals and Martingales) give X\in\mathcal{A} as a defining property of \sigma-algebras, however the two listed are sufficient to show this (see the immediate consequences section)
- Jump up ↑ Measures, Integrals and Martingales puts this in the definition of \sigma-algebras
References
- Jump up ↑ Halmos - Measure Theory - page 28 - Springer - Graduate Texts in Mathematics - 18
- Jump up ↑ Measures, Integrals and Martingales - Rene L. Schilling