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SPARSE COMPOSITE QUANTILE REGRESSION WITH ULTRAHIGH-DIMENSIONAL HETEROGENEOUS DATA 期刊论文
STATISTICA SINICA, 2022, 卷号: 32, 期号: 1, 页码: 459-475
作者:  Qu, Lianqiang;  Hao, Meiling;  Sun, Liuquan
收藏  |  浏览/下载:122/0  |  提交时间:2022/04/02
Quantile regression  sparsity  ultrahigh-dimensional data  variable screening  
Mixture proportional hazards cure model with latent variables 期刊论文
STATISTICS IN MEDICINE, 2021, 页码: 15
作者:  He, Haijin;  Han, Dongxiao;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载:127/0  |  提交时间:2022/04/02
cure model  factor analysis  latent variables  logistic regression  proportional hazards model  
Simultaneous variable selection in regression analysis of multivariate interval-censored data 期刊论文
BIOMETRICS, 2021, 页码: 12
作者:  Sun, Liuquan;  Li, Shuwei;  Wang, Lianming;  Song, Xinyuan;  Sui, Xuemei
收藏  |  浏览/下载:124/0  |  提交时间:2022/04/02
EM algorithm  interval censoring  minimum information criterion  multivariate analysis  transformation models  
Estimation in a general semiparametric hazards regression model with missing covariates 期刊论文
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2021, 页码: 28
作者:  Jin, Jin;  Sun, Liuquan
收藏  |  浏览/下载:131/0  |  提交时间:2022/04/02
General hazards regression  missing at random  relative hazards ratio  time-scale change  weighted estimating equations  
A semiparametric mixture model approach for regression analysis of partly interval-censored data with a cured subgroup 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2021, 页码: 14
作者:  Sun, Liuquan;  Li, Shuwei;  Wang, Lianming;  Song, Xinyuan
收藏  |  浏览/下载:149/0  |  提交时间:2021/10/26
Expectation-maximization algorithm  maximum likelihood estimation  mixture cure model  partly interval-censored data  proportional hazards model  
A joint modeling approach for analyzing marker data in the presence of a terminal event 期刊论文
BIOMETRICS, 2020, 页码: 12
作者:  Zhou, Jie;  Chen, Xin;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载:171/0  |  提交时间:2020/05/24
joint modeling  longitudinal data analysis  marker process  medical costs  recurrent events  terminal event  
Variable selection in joint frailty models of recurrent and terminal events 期刊论文
BIOMETRICS, 2020, 页码: 10
作者:  Han, Dongxiao;  Su, Xiaogang;  Sun, Liuquan;  Zhang, Zhou;  Liu, Lei
收藏  |  浏览/下载:202/0  |  提交时间:2020/05/24
frailty models  informative censoring  proportional hazards models  recurrent event  survival analysis  variable selection  
A semiparametric additive rate model for a modulated renewal process 期刊论文
LIFETIME DATA ANALYSIS, 2018, 卷号: 24, 期号: 4, 页码: 675-698
作者:  Chen, Xin;  Ding, Jieli;  Sun, Liuquan
收藏  |  浏览/下载:192/0  |  提交时间:2019/03/05
Additive rate model  Block bootstrap  Estimating equation  Mixing condition  Modulated renewal process  Recurrent event data  
Identification of local sparsity and variable selection for varying coefficient additive hazards models 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2018, 卷号: 125, 页码: 119-135
作者:  Qu, Lianqiang;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载:223/0  |  提交时间:2018/07/30
Additive hazards models  Group penalty  Kernel smoothing  Local sparsity  Oracle property  Varying coefficients  
Joint analysis of recurrent event data with additive-multiplicative hazards model for the terminal event time 期刊论文
METRIKA, 2018, 卷号: 81, 期号: 5, 页码: 523-547
作者:  Han, Miao;  Sun, Liuquan;  Liu, Yutao;  Zhu, Jun
收藏  |  浏览/下载:264/0  |  提交时间:2018/07/30
Additive-multiplicative hazard model  Estimating equation  Frailty  Recurrent events  Terminal event