ON ESTIMATION OF PARTIALLY LINEAR VARYING-COEFFICIENT TRANSFORMATION MODELS WITH CENSORED DATA

被引:0
|
作者
Li, Bo [1 ]
Liang, Baosheng [2 ]
Tong, Xingwei [3 ]
Sun, Jianguo [4 ]
机构
[1] Tsinghua Univ, Sch Econ & Management, Beijing 100084, Peoples R China
[2] Peking Univ, Hlth Sci Ctr, Dept Nat Sci Med, Beijing 100191, Peoples R China
[3] Beijing Normal Univ, Sch Math Sci, Beijing 100875, Peoples R China
[4] Univ Missouri, Dept Stat, Columbia, MO 65211 USA
关键词
B-splines; smoothing partial rank; transform model; varying coefficients; weighted bootstrap; SEMIPARAMETRIC ANALYSIS;
D O I
10.5705/ss.202016.0345
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
Failure time data occur in many fields and in various forms and, as a result, have been studied extensively by researchers. To handle such data, many semiparametric regression models have been proposed and investigated, including the proportional hazards model and the additive hazards model. In this study, we consider a class of partially linear varying-coefficient transformation models. Given the limitations of existing inference procedures, we propose a more general rank estimation procedure. Furthermore, we establish the finite and asymptotic properties of the resulting estimators of the regression parameters and illustrate the proposed procedure by means of an example.
引用
收藏
页码:1963 / 1975
页数:13
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