This book explains how to use the empirical likelihood method for right censored survival data. It focuses on all the standard survival analysis topics treated with empirical likelihood, including hazard functions, cumulative distribution functions, analysis of the Cox model, and computation of empirical likelihood for censored data. The author uses R for calculating empirical likelihood and includes many worked out examples with the associated R code. The datasets and code are available for download on his website and CRAN.
This book explains how to use the empirical likelihood method for right censored survival data. It focuses on all the standard survival analysis topics treated with empirical likelihood, including hazard functions, cumulative distribution functions, analysis of the Cox model, and computation of empirical likelihood for censored data. The author uses R for calculating empirical likelihood and includes many worked out examples with the associated R code. The datasets and code are available for download on his website and CRAN.
Mai Zhou is a professor in the Department of Statistics at the University of Kentucky. His research interests include large sample theory and survival analysis. He earned a PhD from Columbia University.
Inhaltsangabe
Introduction. Empirical Likelihood for Linear Functionals of Hazard. Empirical Likelihood for Linear Functionals of the Cumulative Distribution Function. Empirical Likelihood Analysis of the Cox Model. Empirical Likelihood Analysis of Accelerated Failure Time Models. Computation of Empirical Likelihood Ratio with Censored Data. Optimality of Empirical Likelihood and Plug-in Empirical Likelihood. Miscellaneous. Bibliography. Index.
Introduction. Empirical Likelihood for Linear Functionals of Hazard. Empirical Likelihood for Linear Functionals of the Cumulative Distribution Function. Empirical Likelihood Analysis of the Cox Model. Empirical Likelihood Analysis of Accelerated Failure Time Models. Computation of Empirical Likelihood Ratio with Censored Data. Optimality of Empirical Likelihood and Plug-in Empirical Likelihood. Miscellaneous. Bibliography. Index.
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