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Bayesian analysis of discrete survival data with a hidden Markov chain
Authors:Kozumi H
Affiliation:Faculty of Economics, Hokkaido University, Kita 9 Nishi 7, Kita-ku, Sapporo 060-0809, Japan. kozumi@econ.hokudai.ac.jp
Abstract:This paper considers the discrete survival data from a Bayesian point of view. A sequence of the baseline hazard functions, which plays an important role in the discrete hazard function, is modeled with a hidden Markov chain. It is explained how the resultant model is implemented via Markov chain Monte Carlo methods. The model is illustrated by an application of real data.
Keywords:Discrete survival data    Hazard function    Hidden Markov chain    Markov chain Monte Carlo
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