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Analysis of ordered covariate effects among groups with repeated measurements
Authors:Chul Gyu Park  Taesung Park  Dong Wan Shin
Institution:1. Department of Applied Statistics , University of Suwon , Suwon, 445-743, Korea;2. Department of Statistics , Hankuk University of Foreign Studies , Yongin, 449-791, Korea;3. Department of Statistics , Ehwa Womans University , Seoul, 120-750, Korea
Abstract:Testing procedures for ordered covariate effects are developed in the repeated measures experiment. The maximum likelihood estimators of covariate effects under the ordered hypothesis are approximated by the isotonic regression of their unconstrained estimators. The asymptotic null distributions of the test statistics are chi-bar-square distributions which are mixtures of chi-square distributions. A Monte-Carlo simulation reveals that the proposed test for ordered covariate effects is seriously more powerful than the usual chi-square test that neglects the information on the order restriction. These testing methods are applied for analyzing the effect of vitamin E diet supplement on growth rate of animals.
Keywords:ordered hypothesis  likelihood ratio test  isotonic regression  chi-bar-square distribution
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