Sigma algebra
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A sigma algebra is an advanced mathematical concept. It refers to a formal mathematical structure intended among other things to provide a rigid basis for axiomatic probability theory.
Formal definition
Given a set . Let P=2^ be it's power set, i.e. set of all subsets of . Let F ⊆ P such that all the following conditions are satisfied:
- Ø ∈ .
- A ∈ F => ∈ F
- G ⊆ F => ∈ F
Example
Given the set ={Red,Yellow,Green}
The power set is {A0,A1,A2,A3,A4,A5,A6,A7}, with
- A0={} (The empty set}
- A1={Green}
- A2={Yellow}
- A3={Yellow, Green}
- A4={Red}
- A5={Red, Green}
- A6={Red, Yellow}
- A7={Red, Yellow, Green} (the whole set \Omega)
Let F={A0, A1, A4, A5, A7}, a subset of .
Notice that the following is satisfied:
- The empty set is in F.
- The original set is in F.
- For any set in F, you'll find it's complement in F as well.
- For any subset of F, the union of the sets therein will also be in F. For example, the union of all elements in the subset {A0,A1,A4} of F is A0 U A1 U A4 = A5.
Thus F is a sigma algebra over .