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Semiparametric transformation models of survival-out-of-hospital 期刊论文
STATISTICS AND ITS INTERFACE, 2022, 卷号: 15, 期号: 4, 页码: 487-501
作者:  Sun, Xiaowei;  Zeng, Cheng;  Sun, Liuquan
收藏  |  浏览/下载:127/0  |  提交时间:2022/04/29
Estimating equations  Multiple imputation  Recurrent event  Terminal event  Transformation model  Survival-out-of-hospital  
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:139/0  |  提交时间:2022/04/02
Quantile regression  sparsity  ultrahigh-dimensional data  variable screening  
Comparison of Two Frameworks for Analyzing Longitudinal Data 期刊论文
STATISTICAL SCIENCE, 2021, 卷号: 36, 期号: 4, 页码: 530-541
作者:  Zhou, Jie;  Zhou, Xiao-Hua;  Sun, Liuquan
收藏  |  浏览/下载:144/0  |  提交时间:2022/04/02
Clustered data framework  counting process framework  estimation procedures  longitudinal data  
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:142/0  |  提交时间:2022/04/02
General hazards regression  missing at random  relative hazards ratio  time-scale change  weighted estimating equations  
Additive hazard regression of event history studies with intermittently measured covariates 期刊论文
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2021, 页码: 22
作者:  Sun, Xiaowei;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载:142/0  |  提交时间:2021/10/26
Additive hazard regression  event history data  intermittently measured covariates  kernel weighted estimation  
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:164/0  |  提交时间:2021/10/26
Expectation-maximization algorithm  maximum likelihood estimation  mixture cure model  partly interval-censored data  proportional hazards model  
A rank-based approach to estimating monotone individualized two treatment regimes 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2020, 卷号: 151, 页码: 12
作者:  Zhang, Haixiang;  Huang, Jian;  Sun, Liuquan
收藏  |  浏览/下载:182/0  |  提交时间:2020/09/23
Generalized regression  Individualized treatment rule  Outlier  Personalized medicine  Rank correlation  
Continuous time hidden Markov model for longitudinal data 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2020, 卷号: 179, 页码: 16
作者:  Zhou, Jie;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载:226/0  |  提交时间:2020/09/23
Continuous-time HMMs  Longitudinal data  ML estimator  Unknown number of hidden states  SCAD penalty  
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:198/0  |  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:228/0  |  提交时间:2020/05/24
frailty models  informative censoring  proportional hazards models  recurrent event  survival analysis  variable selection