Question
Let Y 1 , ... , Y n i i d f ( y ) , denote the population mean E ( Y i )
Let Y1,...,Yniidf(y) , denote the population mean E(Yi) by , and consider the sample mean as an estimator of (i.e., let Y=^ ). Chebyshev's inequality states that: P |Y^ | > k nk22 In other words, the error of estimation is bounded by k with probability at least 1 nk22 .
(a) Find a sample size n, as a function of 2 , such that 0.01 with probability at least 0.99.
(b) Find the specific values of n that ensure this bound when 2 = 1, 4, 9.
(c) How would you describe the relationship between the population variance and the error of estimation?
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