(a) The exponential distribution with mean > 0 has pdf 1 fo(x) = = √e-²/0₁ е This distribution has mean and variance 02. Show that the sample mean X = n¹₁ X, is a minimum-variance unbiased estimator of 0. Verify that X achieves the CRLB for estimating 0. (b) The Pareto distribution with mean> 1 has pdf x-(²0¹), x>1. fo(x) = = x > 0. 0 (₁²₁) - 1 Suppose X₁,..., Xn are iid with common pdf fe(.). (i) The sample mean X = 1 X; is an unbiased estimator of 0. Derive a formula for its variance as a function of 0. n (ii) Write down the log-likelihood le(0; X) based on X = (X₁,..., Xn). (iii) Write down the score function(0; X). Can it be written in the form C₂ [0(X) - 0]?
(a) The exponential distribution with mean > 0 has pdf 1 fo(x) = = √e-²/0₁ е This distribution has mean and variance 02. Show that the sample mean X = n¹₁ X, is a minimum-variance unbiased estimator of 0. Verify that X achieves the CRLB for estimating 0. (b) The Pareto distribution with mean> 1 has pdf x-(²0¹), x>1. fo(x) = = x > 0. 0 (₁²₁) - 1 Suppose X₁,..., Xn are iid with common pdf fe(.). (i) The sample mean X = 1 X; is an unbiased estimator of 0. Derive a formula for its variance as a function of 0. n (ii) Write down the log-likelihood le(0; X) based on X = (X₁,..., Xn). (iii) Write down the score function(0; X). Can it be written in the form C₂ [0(X) - 0]?
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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