Likelihood Ratio Statistic for Exponential Mixtures

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作者
Gabriela Ciuperca
机构
[1] Univ. Lyon 1,Laboratoire de Probabilités, Combinatoire et Statistique, Domaine de Gerland, Bât. Recherche B
关键词
Mixture models; likelihood test; exponential distribution;
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摘要
Let f0(x) be the exponential density and fγ(x) the translation model. Let (Xi)i=1,n be i.i.d. random variables, with density g. We test that g is f0 against g is a simple mixture, using the LRT statistic. We prove that the LRT diverges to infinity with probability 1/2 and it is equal to 0 with probability 1/2. Therefore, the classical likelihood limiting theory does not hold.
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页码:585 / 594
页数:9
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