Exercise: Assume Fatou’s Lemma, & prove MCT.
Example: The inequality can be strict. Consider
Consider for
Take
Then
Note: In all cases
Definition (Almost Everywhere)
Suppose
Note: In probability, it is almost surely.
Example
Let us find
Note: Lebesgue
-
is continuous almost everywhere with . -
Define a Dirac measure
Prove that
is continuous a.e. w.r.t. . is differentiable a.e. is not a.e. continuous.
Theorem
If
Proof
Suppose
Suppose
Then since
Now,
This is a contradiction since we assumed this is
Infinite Sum as Lebesgue Integration
Suppose
Define
And for
Consider the measure space
Note that
&
Hence by MCT (Monotone Convergence Theorem),
Note:
Now