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Tests of Parameters of Several Gamma Distributions with Inequality Restrictions
Authors:Bhaskar Bhattacharya
Affiliation:(1) Department of Mathematics, Southern Illinois University, Carbondale, IL, 62901-4408, U.S.A
Abstract:Gamma distribution is one of the most used methods of modeling lifetime data. However, testing homogeneity of parameters of m ge 3 gamma distributions against order restrictions is almost non-existent in the current literature. We propose two methods to this end: one uses quadratic forms involving ratios of cumulants as test statistic and the other is a stepwise procedure which uses Fisher's method of combining p-values when shape parameters are equal but unknown. Both procedures allow use of arbitrary sample sizes of m populations. Test of the inequality restrictions as a null hypothesis against unrestricted alternatives is also considered. A Monte Carlo study of power at various alternatives shows that both methods are competitive when they are applicable.
Keywords:Approximate tests  cumulants  Fisher's combination method  Monte Carlo studies  order restricted tests  quadratic forms
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