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Analysis of φ-divergence for Loglinear Models with Constraints under Product-multinomial Sampling

Analysis of φ-divergence for Loglinear Models with Constraints under Product-multinomial Sampling
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摘要 The loglinear model under product-multinomial sampling with constraints is considered. The asymptotic expansion and normality of the restricted minimum C-divergence estimator (RMDE) which is a generalization of the maximum likelihood estimator is presented. Then various statistics based on C-divergence and RMCDE are used to test various hypothesis test problems under the model considered. These statistics contain the classical loglikelihood ratio test statistics and Pearson chi-squared test statistics. Ia the last section, a simulation study is implemented. The loglinear model under product-multinomial sampling with constraints is considered. The asymptotic expansion and normality of the restricted minimum C-divergence estimator (RMDE) which is a generalization of the maximum likelihood estimator is presented. Then various statistics based on C-divergence and RMCDE are used to test various hypothesis test problems under the model considered. These statistics contain the classical loglikelihood ratio test statistics and Pearson chi-squared test statistics. Ia the last section, a simulation study is implemented.
出处 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2013年第1期93-104,共12页 应用数学学报(英文版)
基金 Supported by the National Natural Science Foundation of China (No. 10871188, 10801123, 11231010) Guang-dong Province Natural Science Fund (No.S2012040007622) the Knowledge Innovation Program of the Chinese Academy of Sciences (Grant No. KJCX3-SYW-S02)
关键词 loglinear model product-multinomial sampling Restricted minimum C-divergence estimator(RMDE) C-divergence test statistics loglinear model, product-multinomial sampling, Restricted minimum C-divergence estimator(RMDE), C-divergence test statistics
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