Nonparametric estimation of bivariate distribution under right truncation with application to panic disorder

被引:3
作者
Luo, Xiaodong [1 ]
Tsai, Wei-Yann [2 ]
机构
[1] Mt Sinai Sch Med, Dept Psychiat, Bronx, NY 10468 USA
[2] Columbia Univ, Mailman Sch Publ Hlth, Dept Biostat, New York, NY 10032 USA
关键词
Asymptotic variance; Comparable pairs; Further truncation; Marginal distributions; Mean and median estimation; Univariate truncation; AT-ONSET ANTICIPATION; SURVIVAL FUNCTION;
D O I
10.1016/j.jspi.2008.08.017
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In several studies, investigators are interested in estimating the bivariate distribution of the onset ages of a generic disorder in successive generations. The empirical distribution is inappropriate for this purpose due to truncation: only parent-child pairs with onset ages prior to the ages at interview were included in the sample. In this paper, we propose a simple nonparametric estimator for the underlying bivariate distribution of the onset ages. Compared with the existing estimators, the proposed estimator has a closed form and smaller biases when estimating marginal distributions. A real example is used to illustrate this estimator. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:1559 / 1568
页数:10
相关论文
共 17 条
[1]  
[Anonymous], 1998, ASYMPTOTIC STAT, DOI DOI 10.1017/CBO9780511802256
[2]  
Fyer AJ, 1999, AM J MED GENET, V88, P173, DOI 10.1002/(SICI)1096-8628(19990416)88:2<173::AID-AJMG15>3.3.CO
[3]  
2-R
[4]  
He SY, 1998, ANN STAT, V26, P1011
[5]  
Huang J, 2001, STAT SINICA, V11, P1047
[6]   RANDOM TRUNCATION MODELS AND MARKOV-PROCESSES [J].
KEIDING, N ;
GILL, RD .
ANNALS OF STATISTICS, 1990, 18 (02) :582-602
[7]  
Knowles JA, 1998, AM J MED GENET, V81, P139, DOI 10.1002/(SICI)1096-8628(19980328)81:2<139::AID-AJMG4>3.0.CO
[8]  
2-R
[9]  
LIN DY, 1993, BIOMETRIKA, V80, P573
[10]   METHOD OF ALLOWING FOR KNOWN OBSERVATIONAL SELECTION IN SMALL SAMPLES APPLIED TO 3CR QUASARS [J].
LYNDENBELL, D .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 1971, 155 (01) :95-+