Conditional Expectation and Variance
is the conditional expectation of
- is a fixed value, butis a random variable (it is a function of)
- Iterated expectation:
- does not work on the right hand side:
- Conditioning on the same variable:
is difficult to find directly, we can use the variance decomposition to condition the variance on another variable.