Evaluate the bias and mean-square error of the ml estimate

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Question: You have been asked to determine whether a binary random number generator is working properly. The number generator produces a stream of

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bits equal to either 0 or 1. As a first step, you decide to estimate the unknown probability p that a zero is generated. Obviously, the generator is not working properly unless p equals

(a) Suppose that you observe a stream of n bits, and each time that a bit is generated, it has probability p of being equal to 0. Let Z be the total number of zero bits in the observed sequence. Find the maximum likelihood estimate of of p based on the knowledge of Z.

(b) Evaluate the bias and mean-square error of the ML estimate.

(c) Is the ML estimate efficient? Is it consistent? Briefly explain your reasoning.

Reference no: EM131671604

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