Baysean Estimation theory and conditional expectation

           Consider two random variableswith joint pdf . Suppose is observable and some a priori information about is available in a sense that some values of are more likely. We can represent this prior information in the form of a prior density function . We have to estimate for a given value in some optimal sense.