In the three-factor situation of the preceding problem, suppose that a = b = m. The hypothesis

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In the three-factor situation of the preceding problem, suppose that a = b = m. The hypothesis H can then be tested on the basis of m2 observations as follows. At each pair of levels (i, j) of the first two factors one observation is taken, to which we refer as being in the ith row and the jth column. If the levels of the third factor are chosen in such a way that each of them occurs once and only once in each row and column, the experimental design is a Latin square. The m2 observations are denoted by Xi j(k), where the third subscript indicates the level of the third factor when the first two are at levels i and j. It is assumed that E(Xi j(k)) = ξi j(k) = μ + αi + βj + γk , with αi = βj = γk = 0.
(i) The parameters are determined from the ξ ’s through the equations ξi·(·) = μ + αi, ξ· j(·) = μ + βj, ξ··(k) = μ + γk , ξ··(·) = μ.
(Summation over j with i held fixed automatically causes summation also over k.)
(ii) The least squares estimates of the parameters may be obtained from the identity 
i 
j 
xi j(k) − ξi j(k)
2 = m 
xi·(·) − x··(·) − αi 2 + m 
x· j(·) − x··(·) − βj 2 +m 
x··(k) − x··(·) − γk 2 + m2 
x··(·) − μ
2 +

i 
k 
xi j(k) − xi·(·) − x· j(·) − x··(k) + 2x··(·)
2 .
(iii) For testing the hypothesis H : α1 =···= αm = 0, the test statistic W∗ of (7.15)
is m 
Xi·(·) − X··(·)
2 
Xi j(k) − Xi·(·) − X· j(·) − X··(k) + 2X··(·)
2 /(m − 2)
.
The degrees of freedom are m − 1 for the numerator and (m − 1)(m − 2) for the denominator, and the noncentrality parameter is ψ2 = m α2 i /σ2.
Section 7.6

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Testing Statistical Hypotheses Volume I

ISBN: 9783030705770

4th Edition

Authors: E.L. Lehmann, Joseph P. Romano

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