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Dynamic semiparametric transformation models for recurrent event data with a terminal event 期刊论文
STATISTICS IN MEDICINE, 2022, 页码: 16
作者:  Jin, Jin;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：68/0  |  提交时间：2023/02/07
dynamic regression  marginal modeling  recurrent events  terminal event  time-varying coefficients  transformation models  
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：131/0  |  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：134/0  |  提交时间：2022/04/02
General hazards regression  missing at random  relative hazards ratio  time-scale change  weighted estimating equations  
On estimating optimal regime for treatment initiation time based on restricted mean residual lifetime 期刊论文
BIOMETRICS, 2021, 页码: 13
作者:  Chen, Xin;  Song, Rui;  Zhang, Jiajia;  Adams, Swann Arp;  Sun, Liuquan;  Lu, Wenbin
收藏  |  浏览/下载：160/0  |  提交时间：2021/10/26
individualized treatment regime  kernel estimation  optimal treatment initiation time  time-to-event data  value function  
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：130/0  |  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：152/0  |  提交时间：2021/10/26
Expectation-maximization algorithm  maximum likelihood estimation  mixture cure model  partly interval-censored data  proportional hazards model  
Projection-based and cross-validated estimation in high-dimensional Cox model 期刊论文
SCANDINAVIAN JOURNAL OF STATISTICS, 2021, 页码: 20
作者:  Zhang, Haixiang;  Huang, Jian;  Sun, Liuquan
收藏  |  浏览/下载：150/0  |  提交时间：2021/04/26
cross‐  validation  high‐  dimensional nuisance parameters  hypothesis test  oracle inequality  sample splitting  
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：204/0  |  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：180/0  |  提交时间：2020/05/24
joint modeling  longitudinal data analysis  marker process  medical costs  recurrent events  terminal event  
Variable selection for random effects two-part models 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2019, 卷号: 28, 期号: 9, 页码: 2697-2709
作者:  Han, Dongxiao;  Liu, Lei;  Su, Xiaogang;  Johnson, Bankole;  Sun, Liuquan
收藏  |  浏览/下载：211/0  |  提交时间：2020/01/10
High dimensional  mixed effects  pharmacogenetics  precision medicine  tuning parameter  variable selection