IID L-Find the mle ψ of ψ and find. He limiting disteiautio of.ψ 2- Find te Wald test hr tasbinh
8(100) Let X1,,Xn be iid from r(a, 6). (1)(50) Find the limiting distribution of the MLE of B. (2)(30) Find the limiting distribution of the MLE of B when a is known. (3)(20) Compare two asymptotic variances in (1) and (2), and make comment on it. 1ラ
8(100) Let X1,,Xn be iid from r(a, 6). (1)(50) Find the limiting distribution of the MLE of B. (2)(30) Find the limiting distribution of the MLE of B when a is known. (3)(20)...
4.(120) Let X1,,,Xn be iid r(, 1) and g(u) given. Let 6n be the MLE of g(4) (1)(60) Find the asymptotic distribution of 6, (2)(60) Find the ARE of T Icc(X) w.r.t. on P(X1> c), c > 0 is i n i1 5.(80) Let X1, ,,Xn be iid with E(X1) = u and Var(X1) limiting distribution of nlog (1 +). o2. Find the where T n(X - 4)/s. - 1 -
4.(120) Let X1,,,Xn be iid r(, 1) and g(u)...
8. Let X,, X,..X be iid. rv.'s from P(2) (i.e. f(r)-, x-0,1.) Find the MLE fore 192n
4. Xi ,i = 1, , n are iid N(μ, σ2). (a) Find the MLE of μ, σ2. Are these unbiased estimators of μ and of σ2 respectively? Aside: You can use your result in (b) to justify your answer for the bias part of the MLE estimator of σ2 (b) In this part you will show, despite that the sample variance is an unbiased estimator of σ2, that the sample standard deviation is is a biased estimator of σ....
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(a) Find and-2 logA. (b) Determine the Wald-type test. (c) What is Rao's score statistic? 5. Let Xi, Xz, Determine the likelihood ratio test for Hū: β- xn be a random sample from a ra, β)-distribution where α is known and β > 0. against H1:β
(a) Find and-2 logA. (b) Determine the Wald-type test. (c) What is Rao's score statistic? 5. Let Xi, Xz,...
Question 2 Let X1,...,X, be iid Geometric random variables with parameter and probability mass function f(T; 7) = (1 - 7)" for 1 = 0,1,2,... and 0 <I<1. We wish to test: HT=0.50 HT70.50 (a) Find the three asymptotic x1) test statistics (Likelihood Ratio, Wald, and Score) for this setting. versus
2. Let Xi, , Х, be a random sample gamma(a, β). In parts (a-(d) assume a is known. 30 points a. Consider testing H. : β--βο. Derive Wald statistic for testing H, using the MLE of B both in the numerator and denominator of the statistic. b. Derive a test statistic for testing H, using the asymptotic distribution of the MLE of β. What is the relation between the two statistics in parts (a) and (b)? c. Derive the Score...
Problem 2. Rice, Problem 7, pg. 314 (Extended)] Suppose that X1,..., Xn iid Geometric(p). a) Find the method of moments estimator for p. (b) Find the maximum likelihood estimator for p. (c) Find the asymptotic variance of the MLE (d) Suppose that p has a uniform prior distribution on the interval [0, 1]. What is the posterior distribution of p? For part (e), assume that we obtained a random sample of size 4 with L^^^xi-.4 (e) What is the posterior...
l. Find the maxinum likelihood estimator (MLE) of θ based on a random sample X1 , xn fronn each of the following distributions (a) f(x:0)-θ(1-0)z-1 , X-1, 2, . . . . 0 θ < 1
Question 3: Let X1,..., X.be iid Poisson (2) random variables. a. Find the maximum likelihood estimate for X. b. Obtain the Fisher expected information. c. Obtain the observed information evaluated at the maximum likelihood estimate. d. For large n, obtain a 95% confidence interval for based on the Central Limit Theorem. e. Repeat part (a), but use the Wald method. f. Repeat part (d), but use the Score method. 8. Repeat part (a), but use the likelihood ratio method.