Estimation in Varying-coefficient Proportional Hazard Regression Model

被引:0
|
作者
Qihua Wang
Lili Yao
机构
[1] Chinese Academy of Science,Academy of Mathematics and Systems Science
[2] The University of Hong Kong,Department of Statistics and Actuarial Science
来源
Metrika | 2006年 / 64卷
关键词
Proportional hazard regression; Weighted partial likelihood; Strong consistency; Asymptotic normality; Primary 62G05; Secondary 62E20;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, varying coefficient proportional hazard regression models are considered. The model is an important extension of the Cox model, and arises naturally if the coefficients change over different groups characterized by certain covariates in practice. Under random censorship, weighted partial likelihood estimators are defined for the varying coefficients by maximizing weighted partial likelihoods. It is shown that the proposed estimators are consistent and asymptotically normal.
引用
收藏
页码:271 / 288
页数:17
相关论文
共 50 条
  • [31] Robust estimation and outlier detection for varying-coefficient models via penalized regression
    Yang, Guangren
    Xiang, Sijia
    Yao, Weixin
    Xu, Lin
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2022, 51 (10) : 5845 - 5856
  • [32] Testing the constancy in varying-coefficient regression models
    Li, Na
    Xu, Xingzhong
    Liu, Xuhua
    [J]. METRIKA, 2011, 74 (03) : 409 - 438
  • [33] A varying-coefficient hazards regression model for multiple cross-effect
    Wu, Hong-Dar Isaac
    [J]. STATISTICAL MODELS AND METHODS FOR BIOMEDICAL AND TECHNICAL SYSTEMS, 2008, : 33 - 42
  • [34] Estimation and inference for varying-coefficient regression models with error-prone covariates
    Yongqing Xu
    Xiaoli Li
    Gemai Chen
    [J]. Journal of Systems Science and Complexity, 2014, 27 : 1263 - 1285
  • [35] Study on Forecasting of Gold Price Based on Varying-coefficient Regression Model
    Zhang, Qi
    Ma, Junhai
    Wang, Yan
    [J]. MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 1398 - 1403
  • [36] ESTIMATION AND INFERENCE FOR VARYING-COEFFICIENT REGRESSION MODELS WITH ERROR-PRONE COVARIATES
    XU Yongqing
    LI Xiaoli
    CHEN Gemai
    [J]. Journal of Systems Science & Complexity, 2014, 27 (06) : 1263 - 1285
  • [37] Smoothing spline estimation in varying-coefficient models
    Eubank, RL
    Huang, CF
    Maldonado, YM
    Wang, N
    Wang, S
    Buchanan, RJ
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2004, 66 : 653 - 667
  • [38] Penalized spline estimation for varying-coefficient models
    Lu, Yiqiang
    Zhang, Riquan
    Zhu, Liping
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (14) : 2249 - 2261
  • [39] Model Averaging Estimation for Varying-Coefficient Single-Index Models
    Yue Liu
    Jiahui Zou
    Shangwei Zhao
    Qinglong Yang
    [J]. Journal of Systems Science and Complexity, 2022, 35 : 264 - 282
  • [40] Local estimation for longitudinal semiparametric varying-coefficient partially linear model
    Liu, Yanghui
    Zhang, Riquan
    Lin, Hongmei
    [J]. JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2017, 46 (02) : 246 - 266