| Literature DB >> 24790286 |
Xiaohong Chen1, Yanqin Fan2, Demian Pouzo3, Zhiliang Ying4.
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.Entities:
Keywords: Fixed or random censoring; Kaplan–Meier estimator; Misspecified copulas; Multivariate survival models; Penalized pseudo-likelihood ratio
Year: 2010 PMID: 24790286 PMCID: PMC4002182 DOI: 10.1016/j.jeconom.2009.10.021
Source DB: PubMed Journal: J Econom ISSN: 0304-4076 Impact factor: 2.388