University of Alberta Guide/STAT/222/Independence and Conditional Expectations
The basic idea behind independence is that if your random variables (or vectors) are independent then the combination of several of these random variable/vectors can be multiplied together.
Given are independent random variables, then . But . This is because by independence, whereas .
See the equations section for some more examples.