薛留根:Empirical likelihood for single-index models with responses missing at random

时间:2016-11-02浏览:372设置

报告人:薛留根 教授北京工业大学应用数理学院

时间:20161111(周五)下午15:30-16:30

地点:闵行校区统计楼103

题目:Empirical likelihood for single-index models with responses missing at random

摘要:

The missing response problem in single-index models is studied, and a bias-correction method to infer the index coefficients is developed. Two weighted empirical log-likelihood ratios with asymptotic chi-square is derived, and the corresponding empirical likelihood confidence regions for the index coefficients are constructed. In addition, the estimators of the index coefficients and the link function are defined, and their asymptotic normalities are proved. A simulation study is conducted to compare the empirical likelihood and the normal approximation based method in terms of coverage probabilities and average lengths of confidence intervals. A real example illustrates our methods.


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