Semiparametric regression analysis of doubly censored recurrent event data

被引:0
|
作者
Sankaran, P. G. [1 ]
Hari, S. [1 ]
Sreedevi, E. P. [1 ]
机构
[1] Cochin Univ Sci & Technol, Dept Stat, Cochin, India
关键词
Counting process; Double censoring; Recurrent events; Mean function; FAILURE TIME DATA; MODEL;
D O I
10.1007/s42081-023-00234-x
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
Recurrent event data are common in survival and reliability studies, where a subject experiences the same type of event repeatedly. There are situations, in which the event of interest can be observed only if they belong to a window of observational range, leading to double censoring of recurrent event times. In this paper, we study recurrent event data subject to double censoring. We propose a proportional mean model for the analysis of doubly censored recurrent event data based on the mean function of the underlying recurrent event process. The estimators of the regression parameters and the baseline mean function are derived and their asymptotic properties are studied. A Monte Carlo simulation study is conducted to assess the finite sample behavior of the proposed estimators. Finally, the procedures are illustrated using two real-life data sets, one from a bladder cancer study and the other from a study on chronic granulomatous disease.
引用
收藏
页码:183 / 202
页数:20
相关论文
共 50 条
  • [1] Semiparametric regression analysis for doubly censored data
    Cai, T
    Cheng, S
    [J]. BIOMETRIKA, 2004, 91 (02) : 277 - 290
  • [2] Semiparametric regression analysis of multivariate doubly censored data
    Li, Shuwei
    Hu, Tao
    Tong, Tiejun
    Sun, Jianguo
    [J]. STATISTICAL MODELLING, 2020, 20 (05) : 502 - 526
  • [3] Semiparametric regression analysis for clustered doubly-censored data
    Pao-sheng Shen
    [J]. Computational Statistics, 2014, 29 : 813 - 828
  • [4] Semiparametric regression analysis for clustered doubly-censored data
    Shen, Pao-sheng
    [J]. COMPUTATIONAL STATISTICS, 2014, 29 (3-4) : 813 - 828
  • [5] A semiparametric regression cure model for doubly censored data
    Wang, Peijie
    Tong, Xingwei
    Sun, Jianguo
    [J]. LIFETIME DATA ANALYSIS, 2018, 24 (03) : 492 - 508
  • [6] A semiparametric regression cure model for doubly censored data
    Peijie Wang
    Xingwei Tong
    Jianguo Sun
    [J]. Lifetime Data Analysis, 2018, 24 : 492 - 508
  • [7] Semiparametric regression analysis for alternating recurrent event data
    Lee, Chi Hyun
    Huang, Chiung-Yu
    Xu, Gongjun
    Luo, Xianghua
    [J]. STATISTICS IN MEDICINE, 2018, 37 (06) : 996 - 1008
  • [8] Smooth semiparametric regression analysis for arbitrarily censored time-to-event data
    Zhang, Min
    Davidian, Marie
    [J]. BIOMETRICS, 2008, 64 (02) : 567 - 576
  • [9] Semiparametric regression analysis of doubly-censored data with applications to incubation period estimation
    Kin Yau Wong
    Qingning Zhou
    Tao Hu
    [J]. Lifetime Data Analysis, 2023, 29 : 87 - 114
  • [10] Semiparametric regression analysis of doubly-censored data with applications to incubation period estimation
    Wong, Kin Yau
    Zhou, Qingning
    Hu, Tao
    [J]. LIFETIME DATA ANALYSIS, 2023, 29 (01) : 87 - 114