Suppose we observe X1, X2,..., Xn N(µ, o2) and let X be the sample average and S be the sample variance.. What is the distribution of T(X,) = vn(X-µ)? Sx 1. iid 2. Suppose we take another (independent) sample: Y1, Y2, ... , Ym N(ŋ, r²). What is the distribution of , where S? is the sample variance of Ym? Hint: combine the facts about sample variances from normal data

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
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Answer following questions attached.

 

Suppose we observe \(X_1, X_2, \ldots, X_n\) iid \(\sim N(\mu, \sigma^2)\) and let \(\bar{X}\) be the sample average and \(S_X^2\) be the sample variance.

1. What is the distribution of \(T(X_n) = \frac{\sqrt{n}(\bar{X} - \mu)}{S_X}\)?

2. Suppose we take another (independent) sample: \(Y_1, Y_2, \ldots, Y_m\) iid \(\sim N(\eta, \tau^2)\). What is the distribution of \(\frac{S_X^2/\sigma^2}{S_Y^2/\tau^2}\), where \(S_Y^2\) is the sample variance of \(Y_m\)?

Hint: combine the facts about sample variances from normal data.
Transcribed Image Text:Suppose we observe \(X_1, X_2, \ldots, X_n\) iid \(\sim N(\mu, \sigma^2)\) and let \(\bar{X}\) be the sample average and \(S_X^2\) be the sample variance. 1. What is the distribution of \(T(X_n) = \frac{\sqrt{n}(\bar{X} - \mu)}{S_X}\)? 2. Suppose we take another (independent) sample: \(Y_1, Y_2, \ldots, Y_m\) iid \(\sim N(\eta, \tau^2)\). What is the distribution of \(\frac{S_X^2/\sigma^2}{S_Y^2/\tau^2}\), where \(S_Y^2\) is the sample variance of \(Y_m\)? Hint: combine the facts about sample variances from normal data.
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