• Title of article

    Estimation and model selection of semiparametric multivariate survival functions under general censorship

  • Author/Authors

    Chen، نويسنده , , Xiaohong and Fan، نويسنده , , Yanqin and Pouzo، نويسنده , , Demian and Ying، نويسنده , , Zhiliang، نويسنده ,

  • Issue Information
    دوفصلنامه با شماره پیاپی سال 2010
  • Pages
    14
  • From page
    129
  • To page
    142
  • Abstract
    We study estimation and model selection of semiparametric models of multivariate survival functions for censored data, which are characterized by possibly misspecified parametric copulas and nonparametric marginal survivals. We obtain the consistency and root- n asymptotic normality of a two-step copula estimator to the pseudo-true copula parameter value according to KLIC, and provide a simple consistent estimator of its asymptotic variance, allowing for a first-step nonparametric estimation of the marginal survivals. We establish the asymptotic distribution of the penalized pseudo-likelihood ratio statistic for comparing multiple semiparametric multivariate survival functions subject to copula misspecification and general censorship. An empirical application is provided.
  • Keywords
    Multivariate survival models , Penalized pseudo-likelihood ratio , Misspecified copulas , Kaplan–Meier estimator , Fixed or random censoring
  • Journal title
    Journal of Econometrics
  • Serial Year
    2010
  • Journal title
    Journal of Econometrics
  • Record number

    1559945