Estimation of association parameters in copula models for bivariate left-truncated and right-censored data

被引:0
作者
Shen, Pao-sheng [1 ]
机构
[1] Tunghai Univ, Dept Stat, Taichung 40704, Taiwan
关键词
bivariate truncation; Archimedean copula models; the Kendall's process; KAPLAN-MEIER ESTIMATE; SURVIVAL FUNCTION; NONPARAMETRIC-ESTIMATION; DISTRIBUTIONS; PROBABILITY; CHECKING; PLANE;
D O I
10.1080/02664763.2015.1089219
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
We investigate the problem of estimating the association between two related survival variables when they follow a copula model and bivariate left-truncated and right-censored data are available. By expressing truncation probability as the functional of marginal survival functions, we propose a two-stage estimation procedure for estimating the parameters of Archimedean copulas. The asymptotic properties of the proposed estimators are established. Simulation studies are conducted to investigate the finite sample properties of the proposed estimators. The proposed method is applied to a bivariate RNA data.
引用
收藏
页码:996 / 1010
页数:15
相关论文
共 34 条
[1]  
Barroso PF, 2000, ANN INTERN MED, V133, P280, DOI 10.7326/0003-4819-133-4-200008150-00012
[2]  
CLAYTON DG, 1978, BIOMETRIKA, V65, P141, DOI 10.1093/biomet/65.1.141
[3]   KAPLAN-MEIER ESTIMATE ON THE PLANE - WEAK-CONVERGENCE, LIL, AND THE BOOTSTRAP [J].
DABROWSKA, DM .
JOURNAL OF MULTIVARIATE ANALYSIS, 1989, 29 (02) :308-325
[4]   KAPLAN-MEIER ESTIMATE ON THE PLANE [J].
DABROWSKA, DM .
ANNALS OF STATISTICS, 1988, 16 (04) :1475-1489
[5]  
Frank M. J., 1979, Aequ. Math., V19, P194
[6]  
GENEST C, 1995, BIOMETRIKA, V82, P543, DOI 10.2307/2337532
[7]   THE JOY OF COPULAS - BIVARIATE DISTRIBUTIONS WITH UNIFORM MARGINALS [J].
GENEST, C ;
MACKAY, J .
AMERICAN STATISTICIAN, 1986, 40 (04) :280-283
[8]   STATISTICAL-INFERENCE PROCEDURES FOR BIVARIATE ARCHIMEDEAN COPULAS [J].
GENEST, C ;
RIVEST, LP .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (423) :1034-1043
[9]  
GENEST C, 1987, BIOMETRIKA, V74, P549, DOI 10.1093/biomet/74.3.549
[10]   Goodness-of-fit procedures for copula models based on the probability integral transformation [J].
Genest, C ;
Quessy, JF ;
Rémillard, B .
SCANDINAVIAN JOURNAL OF STATISTICS, 2006, 33 (02) :337-366