JOURNAL ARTICLE

Empirical likelihood inference for a semiparametric hazards regression model

Wei ChenDehui Wang

Year: 2015 Journal:   Communication in Statistics- Theory and Methods Vol: 45 (11)Pages: 3236-3248   Publisher: Taylor & Francis

Abstract

We investigated the empirical likelihood inference approach under a general class of semiparametric hazards regression models with survival data subject to right-censoring. An empirical likelihood ratio for the full 2p regression parameters involved in the model is obtained. We showed that it converged weakly to a random variable which could be written as a weighted sum of 2p independent chi-squared variables with one degree of freedom. Using this, we could construct a confidence region for parameters. We also suggested an adjusted version for the preceding statistic, whose limit followed a standard chi-squared distribution with 2p degrees of freedom.

Keywords:
Empirical likelihood Statistics Inference Mathematics Censoring (clinical trials) Regression analysis Econometrics Semiparametric regression Proportional hazards model Confidence interval Computer science Artificial intelligence

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Topics

Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Methods and Bayesian Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Advanced Statistical Methods and Models
Physical Sciences →  Mathematics →  Statistics and Probability

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