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

被引:22
|
作者
Chen, Xiaohong [1 ]
Fan, Yanqin [2 ]
Pouzo, Demian [3 ]
Ying, Zhiliang [4 ]
机构
[1] Yale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
[2] Vanderbilt Univ, Dept Econ, VU Stn B 351819, Nashville, TN 37235 USA
[3] NYU, Dept Econ, New York, NY 10012 USA
[4] Columbia Univ, Dept Stat, New York, NY 10027 USA
基金
美国国家科学基金会;
关键词
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.
引用
收藏
页码:129 / 142
页数:14
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