Appendix B: Inequalities Involving Random Variables and Their Expectations
In this appendix we present specific properties of the expectation (additional to just the integral of measurable functions on possibly infinite measure spaces). It is to be expected that on probability spaces we may obtain more specific properties since the probability space has measure 1.
Proof: Take λ > 0 arbitrary and define the random variable
and taking the expectation, we get