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Objective Bayesian analysis for competing risks model with Wiener degradation phenomena and catastrophic failures

  • Qiang Guan
  • , Yincai Tang
  • , Ancha Xu*
  • *此作品的通讯作者
  • Sanming University
  • Zhejiang Gongshang University

科研成果: 期刊稿件文章同行评审

摘要

In this paper, the objective Bayesian method is applied to investigate the competing risks model involving both catastrophic and degradation failures. By modeling soft failure as the Wiener degradation process, and hard failures as a Weibull distribution, we obtain the noninformative priors (Jefferys prior and two reference priors) for the parameters. Moreover, we show that their posterior distributions have good properties and we propose Gibbs sampling algorithms for the Bayesian inference based on the Jefferys prior and two reference priors. Some simulation studies are conducted to illustrate the superiority of objective Bayesian method. Finally, we apply our methods to two real data examples and compare the objective Bayesian estimates with the other estimates.

源语言英语
页(从-至)422-440
页数19
期刊Applied Mathematical Modelling
74
DOI
出版状态已出版 - 10月 2019

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