Suppose you have a random sample yi, i = 1, ..., n, from a distribution such...
1. Suppose Yi, ½ . . . , Yn is a random sample of n independent observations from a distribution with pdf 202 fY()otherwise. (a) Find the MLE for θ (c) Use the pivotal quantity to find a 100(1-a)% CI for θ 1. Suppose Yi, ½ . . . , Yn is a random sample of n independent observations from a distribution with pdf 202 fY()otherwise. (a) Find the MLE for θ (c) Use the pivotal quantity to find a...
cw9.2 Let Yi, ½, . .. , Yn be a random sample from a Pois(0) distribution. (i) Find an expression for the deviance function D(0). (ii) We observe data Plot the deviance function over the interval (0.25, 2) and hence obtain a 95% confidence interval for θ.
Ouestion 7 (10 points)Suppose Y..... y denote a random sample of size n from an exponential distribu-| tion with mean 9.a) (5 points)Find the bias and MSE of the estimator B1 = nY().b) (3 points)Consider another estimator B, =Y. Find the efficiency of 6, relative to 62.e) (7 points)Prove that 2 is a pivotal quantity and find a 95% confidence interval for 8. Question 7 (10 points) Suppose Y1, ..., Yn denote a random sample of size n from an...
We have a random sample of size 17 from the normal distribution N(u,02) where u and o2 are unknown. The sample mean and variance are x = 4.7 and s2 = 5.76 (a) Compute an exact 95% confidence interval for the population mean u (b) Compute an approximate (i.e. using a normal approximation) 95% confidence interval for the population mean u (c) Compare your answers from part a and b. (d) Compute an exact 95% confidence interval for the population...
Let X1,.. ,X be a random sample from an N(p,02) distribution, where both and o are unknown. You will use the following facts for this ques- tion: Fact 1: The N(u,) pdf is J(rp. σ)- exp Fact 2 If X,x, is a random sample from a distribution with pdf of the form I-8, f( 0,0) = for specified fo, then we call and 82 > 0 location-scale parameters and (6,-0)/ is a pivotal quantity for 8, where 6, and ô,...
Suppose Y1, ..., Yn denote a random sample of size n from an exponential distribu- tion with mean 0. a) (5 points) Find the bias and MSE of the estimator ôz = nY1). b) (3 points) Consider another estimator ôz = Y. Find the efficiency of ôı relative to 62. c) (7 points) Prove that 297 Yi is a pivotal quantity and find a 95% confidence interval for 0.
. Let Yi, ,Ý, be a sample from N(μ, σ2) distribution, where both μ and σ2 are un known Repeat the argument that was given in class to show that is a pivot (start by representing Yj as a linear function of a N(0, 1) random variable). Use the fact that (n-pe, of freedom") to construct the confidence interval with coverage probability 95% for σ2 (you can state the answer in terms of quantiles of X2-distribution, or find their numerical...
Suppose you have selected a random sample of n=9 measurements from a normal distribution. Compare the standard normal zz= values with the corresponding t values if you were forming the following confidence intervals. (a) 98% confidence interval z= t= (b) 95% confidence interval z= t= (c) 99% confidence interval z= t=
3. Suppose that ai . ,,an are a random sample from a N( ,02) distribution. Recall that the MLE in this case is [a, σ]T = [x, V (n-1)s2/n]T and the information matrix is Consider the data s2-4.84 with n 16 (a) Use the delta-method to obtain an approximate 95% confidence interval for log(o) (b) Obtain an approximate 95% confidence interval for σ2 using the confidence interval from (a). Compare to the exact interval, [2.21,15.77], and approximate interval [0.43, 10.50...
Let X1, X2, ..., Xn be a random sample from the N(u, 02) distribution. Derive a 100(1-a)% confidence interval for o2 based on the sample variance S2. Leave your answer in terms of chi-squared critical values. (Hint: We will show in class that, for this normal sample, (n − 1)S2/02 ~ x?(n − 1).)