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Nonparametric Bayesian Survival Analysis

Author

Listed:
  • Rolin, J-M

Abstract

This article is a review of nonparametric Bayesian Survival Analysis and is a part of a contribution of the Encyclopedia of Biostatistics to be published by John Wiley and Sons Ltd. Most of the prior specifications proposed in the literature since Ferguson's seminal paper are presented witha special emphasis on the class of neutral to the right processes and on its subclass introduced by Hjort under the denomination of Beta processes. In the simple model with censored observations and without explanatory variables of heterogeneity factors, a complete description of the posterior distribution of the "predictive" hazard function is provided in the conditional model and in the joint model.

Suggested Citation

  • Rolin, J-M, 1997. "Nonparametric Bayesian Survival Analysis," Papers 9704, Catholique de Louvain - Institut de statistique.
    • Handle: RePEc:fth:louvis:9704
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    Keywords

    STATISTICS;

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General

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