B. Find the variance of each of the unbiased estimators θ1-2X and θ,-(n+1)/nX(n)
2. Consider a random sample of size n from an exponential, X, EXPo). Define 69, x and θ,-nx /( n +1). a. What is the MSE of What is the MSE of θ2 b. what is the CRLB for the variance of unbiased estimators of θ ? Show that g is a UMVUE of θ. d.
2. Consider a random sample of size n from an exponential, X, EXPo). Define 69, x and θ,-nx /( n +1). a. What is...
1) LetX,, ,X, be i.i.d. Uniform (0 , ) random variables for some > 0 (unknown). Which of the following estimators of0 are unbiased and which ones are biased? For each of the biased estimators ofO, find the MSE. (a)2X, (b) the smallest order statistic, (e) the largest order statistic, (d) x, /2 ) For each of the unbiased estimators of 0 in the above problem, find the variance. Which unbiased estimator has the smallest variance? Find the relative efficiency...
a) Find the variance of each unbiased estimator.
b) Use the Central Limit Theorem to create an approximate 95%
confidence interval for theta.
c) Use the pivotal quantity Beta(alpha=13, beta=13) to create an
approximate 95% confidence interval for theta.
d) Use the pivotal quantity Beta(alpha=25, beta=1) to create an
approximate 95% confidence interval for theta.
Suppose that Xi, , x25 are i.i.d. Unifom(0,0), where θ is unknown. Consider three unbiased estimators of 6 25 26 25 25 26 max (X...,...
Suppose X1, X2, . . . , Xn are a random sample from a Uniform(0, θ) distribution, where θ > 0. Consider two different estimators of θ: R1 = 2X¯ R2 =(n + 1)/n max(X1, . . . , Xn) (a) For each of the estimators R1 and R2, assess whether it is an unbiased estimator of θ. (b) Compute the variances of R1 and R2. Under what conditions will R2 have a smaller variance than R1?
. Suppose that 6, and o2 are both unbiased estimators of e. a) b) e) Show that theestimator θ t914(1-t)a, is also an unbiased estimator of θ for any value of the constant t. Suppose V[6]:ơİ and v[62] of. Ifa, anda,are independent, find an expression for V[d] in terms of t, σ' and σ Find the value of t that produces an estimator of the form 6 ะเอิ,+(1 that has the smallest possible variance. (Your final answer will be in...
7. Section 6.4, Exercise 1 Let X. X be a random sample from the U(0,0) distribution, and let , 2X and mx X, be estimators for 0. It is given that the mean and variance of oz are (a) Give an expression for the bias of cach of the two estimators. Are they unbiased? (b) Give an expression for the MSE of cach of the two estimators. (c) Com pute the MSE of each of the two ctrnators for n...
Let X1, X2, ..., Xn be a random sample with probability density
function
a) Is ˜θ unbiased for θ? Explain.
b) Is ˜θ consistent for θ? Explain.
c) Find the limiting distribution of √ n( ˜θ − θ).
need only C,D, and E
Let X1, X2, Xn be random sample with probability density function 4. a f(x:0) 0 for 0 〈 x a) Find the expected value of X b) Find the method of moments estimator θ e) Is θ...
Please answer as neatly as possible.
Much thanks in advance!
Question 1:
6. In Problem 1, show that θ2 is a consistent estimator for θ. Deduce that Y(n) is a consistent estimator for θ and also asyınpt○tically unbiased estimator for θ. 1. Let Yi, ½, . . . ,y, denote a random sample from an uniform distribution on the interval (0,0). We have seen that (1) and 62 Ym are unbiased estimators for 0. Find the efficiency of 6 relative...
(a) Are they unbiased estimators for µ?
(b) Compute the MSE for all the 4 estimators.
(c) Which one is the best estimator for µ? Why.
PLEASE answer all parts, thanks
Let X1, X2, ..., X, be and i.i.d. sample from some distribution with mean y and variance o? Let us construct several estimators for . Let îi = X, iz = X1, A3 = (X1 + X2)/2, W = X1 + X2 (a) Are they unbiased estimators for ?...
, X,.), the minimum of the sample. mean θ. Let X(1)-min( X1.x2, (a) show that the estimator θ nx(1) is an unbiased estimator of θ. (hint: you were asked to derive the distribution of Xa for a random sample from an exponential distribution on assignment 2 -you may use the result). (b) X, the sample mean, is also an unbiased estimator of o. Which of the unbiased Suppose you observe the following random sample from the population: Calculate point estimates...