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(d). Let X, X,...,x be a random sample from the Normal(0,0) distribution, 0 >0. Find the...
3. Suppose that X (X...,X) is a random sample from a uniform distribution of the interval [0,0], where the value of ? is unknown, and it is desired to test the hypotheses H: 0>2 [5] (a) Show that the uniform family f(x;0)-(1/0)1 om(r) : ? > 0 maxi-isnXi. has a monotone likelihood ratio in the statistic T(X)- X. whereX (n) [5] (b) Find a uniformly most powerful (UMP) test of level ? for testing Ho versus HI
1. Let X have a Bernoulli distribution, where P(X 1-p and P(X 0 1-p. (a) For a random sample of size n = 10. test Ho : p $ versus H1 : p > 흘. Use 10 the critical region {ΣΧί 6) i. Find the power function, and sketch it. ii. What is the size of this test? (b) For a random sample of size n = 10: i. Find the most powerful test of Ho : p = 흘...
ONLY A) B) D) 4 Let X be a single observation from the density f(x; 0)= Ox® -110, 1)(x), where 0 >0. (a) In testing Ho: 0 <1 versus H 1:8 > 1, find the power function and size of the test given by the following: Reject H , if and only if X > . (6) Find a most powerful size-a test of Ho:8=2 versus H 1:0= 1. (c) For the loss function given by [(do; 2) = f(d1;...
Let X1, X2, ..., Xn be a random sample from a Gamma( a , ) distribution. That is, f(x;a,0) = loga xa-le-210, 0 < x <co, a>0,0 > 0. Suppose a is known. a. Obtain a method of moments estimator of 0, 0. b. Obtain the maximum likelihood estimator of 0, 0. c. Is O an unbiased estimator for 0 ? Justify your answer. "Hint": E(X) = p. d. Find Var(ë). "Hint": Var(X) = o/n. e. Find MSE(Ô).
7. Let X, X, be a random sample with common pár 1 2 f(x) θ e-A, x > 0,0 > 0, 0 elsewhere. (a) Find the maximum likelihood estimator of θ, denoted by (b) Determine the sampling distribution of θ (c) Find Eô) and Var(). (d) What is the maximum value of the likelihood function? θ .
(b). Let x, X.,...,x. be a random sample from the Bernoulli (0) distribution 0). Find the most powerful test 1,:0= versus H,:6-of size a=0,011. (). What is the power of this test?
Example 7. Let Y1, ... ,Yn be a random sample from a Rayleigh distribution with pdf Ske-?/(20) f(y\C) = 10 = if y>0,0 > 0 otherwise otherwise Find a sufficient statistic for 0.
Suppose that Xi, X2, ..., Xn is an iid sample from the distribution with density where θ > 0. (c) Show that there is an appropriate statistic T T(X) that has monotone likelihood ratio. (d) Derive the uniformly most powerful (UMP) level α test for
4. Let f(x) = 22xe-2x,x>> 0). Assume that we have a random sample of size n from this distribution. Find the maximum likelihood estimator of 2.
Let X be a continuous random variable with the following density function. Find E(X) and var(X). 6e -7x for x>0 f(x) = { for xso 6 E(X) = 49 var(X) =