Set is a collection of different things.
Index Set: The index set I is any set such that for i ∈ I, we refer to A_i, which is also any set.
Example: If I = {1, 2, 3}, and A_1 = {1, 3, 5}, A_2 = {2, 4}, A_3 = {∅}.
Measure theory is a generalization and formalization of:
Example: Giving a set [a, b] on R, the length is b - a
Power set P(X) of a set X is a set of all subsets of X.
Example: If X = {1, 2}, then P(X) = {∅, X, {1}, {2}}.
If X has n elements, then P(X) has 2n elements. Let's prove it:
A sigma algebra of a set X, denoted F, must satisfy the following:
Example: X = {a, b, c}, list all sigma algebras of X:
Example: Let X = {a, b, c} and F = {∅, X, {a}, {b, c}}. Let's analyze why we can't insert {a, b} into F:
Consider inserting {a, b} to make:
F = {∅, X, {a}, {b, c}, {a, b}}
But X \ {a, b} = {c} ∉ F → F is no longer a sigma algebra.
Now consider inserting {c} to make:
F = {∅, X, {a}, {b, c}, {a, b}, {c}}
But a finite union {a} ∪ {c} = {a, c} doesn't belong to F → F is no longer a sigma algebra.
Let Fi be sigma algebras of
X with i ∈ I and I is
an index set.
Let F = ⋂ Fi with
i ∈ I.
We need to prove that F is a sigma algebra.
1. Contains X and ∅
Since every Fi is a sigma algebra of
X, then X and
∅ belong to each Fi.
By definition of intersection, F = ⋂ Fi also
contains X and ∅.
2. Closed under Complements
Let a set A belong to F.
This means A also belongs to every
Fi.
By definition of a sigma algebra,
Ac = X \ A is also in every
Fi.
By definition of intersection, Ac is also in
⋂ Fi = F.
3. Closed under Countable Unions
Let A1, A2, ..., An be
a countable set of sets inside F.
Then
A1, A2, ..., An are
also in every Fi.
By definition of a sigma algebra, ⋃ Ai with
i=1, n is also in each Fi.
By definition of intersection,
⋃ Ai with i=1, n is also in
⋂ Fi = F.
Conclusion: F is also a sigma algebra of X.