http://en.wikipedia.org/wiki/Law_of_total_expectation
Expectation of your belief E(X) is not the same as your belief X.
http://en.wikipedia.org/wiki/Law_of_total_expectation
Expectation of your belief E(X) is not the same as your belief X.