3)
Here,
From Central limit theorem, we know,
a)
So,
b)
Also,
c)
Using the Central limit theorem, we know,
i.e. it follows Normal distribution with mean 2 and variance 0.9.
d)
Required probability =
Problem 3. If Xi,... . Xio are a random sample from a Normal distribution N(2,32) and...
3. Let Xi,... , Xio be a random sample of size 10 from a gamma distribution with α--3 and β 1/e. The prior distribution of θ is a gamma distribution with α-10 and B-2. Recall that the gamma density is given by elsewhere, (a) Find the posterior distribution of θ (b) If we observe 17, use the mean of the posterior distribution to give a point estimate of θ.
Let Xi,, Xn be a random sample of size n from the normal distribution with mean parameter 0 and variance σ2-3. (a) Justify thatX X, has a normal distribution with mean parameter 0 and variance 3 /n, this is, X~N(0,3/m) (you can do it formally using m.g.f. or use results from normal distribution to justify (b) Find the 0.975 quantile of a standard normal distribution (you can use a table, software or internet to find the quantile). (c) Find the...
please answer with full soultion. with explantion. (4 points) Let Xi, , Xn denote a randon sample from a Normal N(μ, 1) distribution, with 11 as the unknown parameter. Let X denote the sample mean. (Note that the mean and the variance of a normal N(μ, σ2) distribution is μ and σ2, respectively.) Is X2 an unbiased estimator for 112? Explain your answer. (Hint: Recall the fornula E(X2) (E(X)Var(X) and apply this formula for X - be careful on the...
6. Let Xi 1,... ,Xn be a random sample from a normal distribution with mean u and variance ơ2 which are both unknown. (a) Given observations xi, ,Xn, one would like to obtain a (1-a) x 100% one-sided confidence interval for u as a form of L E (-00, u) the expression of u for any a and n. (b) Based on part (a), use the duality between confidence interval and hypothesis testing problem, find a critical region of size...
. Suppose X1...Xio are a random sample of size 10 from N(10, 100) population. What are the distributions of the following quantities? (a) Sample mean: X-XX); (b) A scaled sample variance: Oo S (c) Standardized mean: 10; (d) Studentized mean: ,V10 10/V10
1. Let Xi l be a random sample from a normal distribution with mean μ 50 and variance σ2 16. Find P (49 < Xs <51) and P (49< X <51) 2. Let Y = X1 + X2 + 15 be the sun! of a random sample of size 15 from the population whose + probability density function is given by 0 otherwise 1. Let Xi l be a random sample from a normal distribution with mean μ 50 and...
Problem 8.2 Suppose that Xi, X,.., Xn is a random sample of size n is to be taken from a population with pdf 2 In>X (In2) x We are interested in determining the approximate distribution of the sample geometric mean given by [x. If we let Y-In X, then we can re-express the geometric mean as a) Determine the mean of Y. Hint, if u = In x, then du = 1/x dx. b) Determine the variance of Y. c)...
Problem 1 Let Xi, ,Xn be a random sample from a Normal distribution with mean μ and variance 1.e Answer the following questions for 8 points total (a) Derive the moment generating function of the distribution. (1 point). Hint: use the fact that PDF of a density always integrates to 1. (b) Show that the mean of the distribution is u (proof needed). (1 point) (c) Using random sample X1, ,Xn to derive the maximum likelihood estimator of μ (2...
Problem 13.2 Assume that Xi, X2,. Xa form a random sample from a normal distribution for which the mean μ is unknown and the variance is 1 . Suppose the following are to be tested: H:H>0 hypotheses at the level of significance α,-0.025 and Let δ. denote the UMP test of these let π(u 18) denote the power function of the test procedure δ a) The yMP test rejects Ho when X 2 c. Determine the appropriate value for c...
2. Suppose that Xi, , Xn, n-: 25, form a random sample from a normal distribution with mean θ and variance 4. Consider the following hypotheses at α-0.05 Ho : θ-0 versus H1 : θ > 0. Derive the power function, π( 5), and evaluate it at θ--04,-02, 0,02, 0.4, 0.6, 0.8, 1. 2. Suppose that Xi, , Xn, n-: 25, form a random sample from a normal distribution with mean θ and variance 4. Consider the following hypotheses at...