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Semiparametric Mixtures in Case-Control Studies

✍ Scribed by S.A. Murphy; A.W. van der Vaart


Publisher
Elsevier Science
Year
2001
Tongue
English
Weight
236 KB
Volume
79
Category
Article
ISSN
0047-259X

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✦ Synopsis


We consider likelihood based inference in a class of logistic models for casecontrol studies with a partially observed covariate. The likelihood is a combination of a nonparametric mixture, a parametric likelihood, and an empirical likelihood. We prove the asymptotic normality of the maximum likelihood estimator for the regression slope, the asymptotic chi-squared distribution of the likelihood ratio statistic, and the consistency of the observed information, in both the prospective and the retrospective model.


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