Multivariate survival models;
Misspecified copulas;
Penalized pseudo-likelihood ratio;
Fixed or random censoring;
Kaplan Meier estimator;
D O I:
10.1016/j.jeconom.2009.10.021
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
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. (C) 2009 Elsevier B.V. All rights reserved.
机构:
Yunnan Univ, Dept Stat, Kunming 650091, Peoples R ChinaYunnan Univ, Dept Stat, Kunming 650091, Peoples R China
Tang, An-Min
Zhao, Xingqiu
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h-index: 0
机构:
Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, Peoples R China
Hong Kong Polytech Univ, Shenzhen Res Inst, Shenzhen 518057, Peoples R ChinaYunnan Univ, Dept Stat, Kunming 650091, Peoples R China
Zhao, Xingqiu
Tang, Nian-Sheng
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机构:
Yunnan Univ, Dept Stat, Kunming 650091, Peoples R ChinaYunnan Univ, Dept Stat, Kunming 650091, Peoples R China
机构:
CNRS, UMR 5251, F-33000 Bordeaux, France
INRIA, Res Project Team CQFD, F-33000 Bordeaux, France
Univ Bordeaux, Bordeaux, FranceCNRS, UMR 5251, F-33000 Bordeaux, France
Chavent, Marie
Liquet, Benoit
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h-index: 0
机构:
Univ Victor Segalen Bordeaux 2, ISPED, Equipe Biostat, INSERM,U897, F-33076 Bordeaux, France
Univ Bordeaux, Bordeaux, FranceCNRS, UMR 5251, F-33000 Bordeaux, France
Liquet, Benoit
Saracco, Jerome
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h-index: 0
机构:
Univ Montesquieu Bordeaux IV, GREThA, F-33608 Pessac, France
Univ Bordeaux, Bordeaux, FranceCNRS, UMR 5251, F-33000 Bordeaux, France
机构:
New Jersey Inst Technol, Dept Math Sci, Ctr Appl Math & Stat, Newark, NJ 07102 USANew Jersey Inst Technol, Dept Math Sci, Ctr Appl Math & Stat, Newark, NJ 07102 USA