Question: Introduction to Bayesian inference. Continuous unknown and observation Let and X be jointly continuous nonnegative random variables. A particular value x of X is observed

Introduction to Bayesian inference.Continuous unknown and observation

Let andX be jointly continuous nonnegative random variables. A particular valuex ofX is observed and it

turns out that f|X(|x)=2e2 , for0.

The following facts may be useful: for an exponential random variableY with parameter , we haveE[Y]=1/ andVar(Y)=1/2

.

a) The LMS estimate (conditional expectation) of is__ ?

b) The conditional mean squared errorE[(^LMS)2|X=x] is__ ?

c) The MAP estimate of is __?

d) The conditional mean squared errorE[(^MAP)2|X=x] is__?

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