Testing for Linear Regression Relationships in Randomly Right-Censored Varying-Coefficient Models

被引:0
|
作者
Li, Tizheng [1 ,2 ]
Mei, Changlin [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Sci, Xian 710049, Shaanxi, Peoples R China
[2] Xian Univ Architecture & Technol, Sch Sci, Xian, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Bootstrap; Local linear fitting; Randomly right-censored varying-coefficient model; SPLINE ESTIMATION; INFERENCES; APPROXIMATIONS; STATISTICS;
D O I
10.1080/03610918.2010.484118
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
A test statistic is constructed to test linear relationships in randomly right-censored varying-coefficient models. A residual-based bootstrap procedure is employed to derive the p-value of the test. The performance of the test is examined by extensive simulations. The simulation results show that the bootstrap estimate of the null distribution of the test statistic is approximately valid and the test method with the residual-based bootstrap works satisfactorily for at least moderate censoring rates of the response. Furthermore, the proposed test is applied to the Stanford heart transplant data for exploring a linear regression relationship between the logrithm of the survival time and the age of the patients.
引用
收藏
页码:1122 / 1146
页数:25
相关论文
共 50 条
  • [31] Inference on varying-coefficient partially linear regression model
    Jing-yan Feng
    Ri-quan Zhang
    Yi-qiang Lu
    [J]. Acta Mathematicae Applicatae Sinica, English Series, 2015, 31 : 139 - 156
  • [32] Inference on Varying-Coefficient Partially Linear Regression Model
    Feng, Jing-yan
    Zhang, Ri-quan
    Lu, Yi-qiang
    [J]. ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2015, 31 (01): : 139 - 156
  • [33] Testing serial correlation in semiparametric varying-coefficient partially linear EV models
    Xue-mei Hu
    Zhi-zhong Wang
    Feng Liu
    [J]. Acta Mathematicae Applicatae Sinica, English Series, 2008, 24
  • [34] Single-index regression models with right-censored responses
    Lopez, Olivier
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2009, 139 (03) : 1082 - 1097
  • [35] Testing serial correlation in semiparametric varying-coefficient partially linear EV models
    Hu, Xue-mei
    Wang, Zhi-zhong
    Liu, Feng
    [J]. ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2008, 24 (01): : 99 - 116
  • [37] Modified estimators in semiparametric regression models with right-censored data
    Aydin, Dursun
    Yilmaz, Ersin
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2018, 88 (08) : 1470 - 1498
  • [38] B spline-based estimating equation for varying-coefficient transformation models with right censored data
    Wang, Min
    Li, Jianbo
    Zhou, Qin
    Zhou, Dongmei
    Zhang, Riquan
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2024,
  • [39] VARYING-COEFFICIENT MODELS
    HASTIE, T
    TIBSHIRANI, R
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1993, 55 (04): : 757 - 796
  • [40] Right-censored Poisson regression model
    Raciborski, Rafal
    [J]. STATA JOURNAL, 2011, 11 (01): : 95 - 105