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Bayesian Flexible Modeling Of Interval-Censored Failure Time Data, Sheng-Yang Wang
Bayesian Flexible Modeling Of Interval-Censored Failure Time Data, Sheng-Yang Wang
Theses and Dissertations
Interval-censored data are a special type of survival data, in which the survival time is not accurately observed but known to fall within a specific time interval. Interval censored data commonly arise in real-life epidemiological and medical studies that involve periodic examinations. In this dissertation, several semi-parametric regression models are investigated to provide flexible modeling and robust inference for interval censored data from Bayesian perspectives.
Chapter 1 provides a detailed description about interval-censored data and gives several examples. Existing models and methods for analyzing such interval-censored data are reviewed as well. Chapter 2 develops a unified Bayesian estimation approach under …