• Title of article

    Local parametric sensitivity for mixture models of lifetime distributions

  • Author/Authors

    Rufo، نويسنده , , M.J. and Pérez، نويسنده , , C.J. and Martيn، نويسنده , , J.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2009
  • Pages
    7
  • From page
    1238
  • To page
    1244
  • Abstract
    Mixture models are receiving considerable significance in the last years. Practical situations in reliability and survival analysis may be addressed by using mixture models. When making inferences on them, besides the estimates of the parameters, a sensitivity analysis is necessary. In this paper, a general technique to estimate local prior sensitivities in finite mixtures of distributions from natural exponential families having quadratic variance function (NEF-QVF) is proposed. Those families include some distributions of wide use in reliability theory. An advantage of this method is that it allows a direct implementation of the sensitivity measure estimates and their errors. In addition, the samples that are drawn to estimate the parameters in the mixture model are re-used to estimate the sensitivity measures and their errors. An illustrative application based on insulating fluid failure data is shown.
  • Keywords
    Bayesian inference , Finite mixture , MCMC , Natural exponential family , Parametric sensitivity
  • Journal title
    Reliability Engineering and System Safety
  • Serial Year
    2009
  • Journal title
    Reliability Engineering and System Safety
  • Record number

    1572450