Describe the distribution of the random variable S = n . Identify the mean and variance of this distribution. By writing ô in terms of S, compute the expectation E(®) and the bias of this estimator. State whether this estimator unbiased.

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Given n independent binary variables X,, X,..., X,, that can take the values of
O or 1, are identically distributed as X, ~ Ber(0) where i =1, 2,...,n . Consider
the estimator ô ='5x,.
(a)
Describe the distribution of the random variable S = n..
(b)
Identify the mean and variance of this distribution.
(c)
By writing ô in terms of S, compute the expectation E(0) and the bias
of this estimator. State whether this estimator unbiased.
(d)
Based on distribution of nô , examine var(ô) and the standard error of
this estimator.
Transcribed Image Text:Given n independent binary variables X,, X,..., X,, that can take the values of O or 1, are identically distributed as X, ~ Ber(0) where i =1, 2,...,n . Consider the estimator ô ='5x,. (a) Describe the distribution of the random variable S = n.. (b) Identify the mean and variance of this distribution. (c) By writing ô in terms of S, compute the expectation E(0) and the bias of this estimator. State whether this estimator unbiased. (d) Based on distribution of nô , examine var(ô) and the standard error of this estimator.
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