Paper 1, Section II, J
Part II, 2014
State without proof the inequality known as the Cramér-Rao lower bound in a parametric model . Give an example of a maximum likelihood estimator that attains this lower bound, and justify your answer.
Give an example of a parametric model where the maximum likelihood estimator based on observations is biased. State without proof an analogue of the Cramér-Rao inequality for biased estimators.
Define the concept of a minimax decision rule, and show that the maximum likelihood estimator based on in a model is minimax for estimating in quadratic risk.