Theorem
Let . Then
Proof
By definition of Conditional Probability. For aContinuous Random Variable, the conditional density given is:
Let , then . So, by definition of Expectation for continuous random variable:
Integration by parts with , :
The boundary term: at , . At , (assuming finite mean). So the boundary term vanishes, leaving:
Therefore: