• Title of article

    A class of neutral to the right priors induced by superposition of beta processes

  • Author/Authors

    De Blasi، نويسنده , , Pierpaolo and Favaro، نويسنده , , Stefano and Muliere، نويسنده , , Pietro، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2010
  • Pages
    13
  • From page
    1563
  • To page
    1575
  • Abstract
    A random distribution function on the positive real line which belongs to the class of neutral to the right priors is defined. It corresponds to the superposition of independent beta processes at the cumulative hazard level. The definition is constructive and starts with a discrete time process with random probability masses obtained from suitably defined products of independent beta random variables. The continuous time version is derived as the corresponding infinitesimal weak limit and is described in terms of completely random measures. It takes the interpretation of the survival distribution resulting from independent competing failure times. We discuss prior specification and illustrate posterior inference on a real data example.
  • Keywords
    Bayesian nonparametrics , Beta process , Beta-Stacy process , Completely random measures , Neutral to the right priors , Survival analysis
  • Journal title
    Journal of Statistical Planning and Inference
  • Serial Year
    2010
  • Journal title
    Journal of Statistical Planning and Inference
  • Record number

    2220636