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  • 标题:Objective Bayesian Analysis for the Student- $t$ Linear Regression
  • 本地全文:下载
  • 作者:Daojiang He ; Dongchu Sun ; Lei He
  • 期刊名称:Bayesian Analysis
  • 印刷版ISSN:1931-6690
  • 电子版ISSN:1936-0975
  • 出版年度:2021
  • 卷号:16
  • 期号:1
  • 页码:129-145
  • DOI:10.1214/20-BA1198
  • 语种:English
  • 出版社:International Society for Bayesian Analysis
  • 摘要:In this paper, objective Bayesian analysis for the Student- t linear regression model with unknown degrees of freedom is studied. The reference priors under all the possible group orderings for the parameters in the model are derived. The posterior propriety under each reference prior is validated by considering a larger class of priors. Simulation studies are carried out to investigate the frequentist properties of Bayesian estimators based on the reference priors. Finally, the Bayesian approach is applied to two real data sets.
  • 关键词:scale mixture of normals;reference prior;independent Jeffreys prior
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