The Wilcoxon rank-sum statistic can be represented as W = R 1 + R 2 + R
Question:
The Wilcoxon rank-sum statistic can be represented as W = R1 + R2 + Rm, where Ri is the rank of Xi − Δ0 among all m + n such differences. When H0 is true, each Ri is equally likely to be one of the first m + n positive integers; that is, Ri has a discrete uniform distribution on the values 1, 2, 3, …, m + n.
a. Determine the mean value of each Ri when H0 is true and then show that the mean value of W is m(m + n + 1)/2. The sum of the first k positive integers is k(k + 1)/2.
b. The variance of each Ri is easily determined. However, the Ri’s are not independent random variables because, for example, if m = n = 10 and we are told that R1 = 5, then R2 must be one of the other 19 integers between 1 and 20. However, if a and b are any two distinct positive integers between 1 and m + n inclusive, it follows that P(Ri = a and Rj = b) = 1/[(m + n) (m + n – 1)] since two integers are being sampled without replacement from among 1, 2,…, m + n. Use this fact to show that Cov(Ri, Rj) = –(m + n + 1)/12, and then show that the variance of W is mn(m + n + 1)/12.
Step by Step Answer:
Modern Mathematical Statistics With Applications
ISBN: 9783030551551
3rd Edition
Authors: Jay L. Devore, Kenneth N. Berk, Matthew A. Carlton