Approximations for the Likelihood Ratio Statistic for Hypothesis Testing Between Two Beta Distributions

被引:0
作者
Filipe Marques
Frank Coolen
Tahani Coolen-Maturi
机构
[1] Centro de Matemática e Aplicações (CMA) and Departamento de Matemática,Department of Mathematical Sciences
[2] FCT,undefined
[3] UNL,undefined
[4] Durham University,undefined
来源
Journal of Statistical Theory and Practice | 2019年 / 13卷
关键词
Likelihood ratio tests; Generalized Integer Gamma distribution; Generalized Near-Integer Gamma distribution; Mixtures; Reproducibility probability; Nonparametric predictive inference; 62F03; 62E15; 62E20; 62G99;
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摘要
In this paper, the likelihood ratio to test between two Beta distributions is addressed. The exact distribution of the likelihood ratio statistic, for simple hypotheses, is obtained in terms of Gamma or Generalized Integer Gamma distributions, when the first or the second of the two parameters of the Beta distributions are equal and integers. In the remaining cases addressed, near-exact or asymptotic approximations are developed for the likelihood ratio statistic. Both the exact, asymptotic or near-exact representations are obtained using a logarithm transformation of the likelihood ratio statistic and by working with the corresponding characteristic function. The numerical studies illustrate the precision of the approximations developed. Simulations are developed to analyse the power and the reproducibility probability of the tests.
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