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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:71/0  |  提交时间:2023/02/07
dynamic regression  marginal modeling  recurrent events  terminal event  time-varying coefficients  transformation models  
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:129/0  |  提交时间:2022/04/02
Quantile regression  sparsity  ultrahigh-dimensional data  variable screening  
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:136/0  |  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:133/0  |  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:155/0  |  提交时间:2021/10/26
Expectation-maximization algorithm  maximum likelihood estimation  mixture cure model  partly interval-censored data  proportional hazards model  
A class of weighted estimating equations for additive hazard models with covariates missing at random 期刊论文
SCIENCE CHINA-MATHEMATICS, 2021, 页码: 20
作者:  Jin, Jin;  Ye, Peng;  Sun, Liuquan
收藏  |  浏览/下载:149/0  |  提交时间:2021/10/26
additive hazard model  censored data  kernel smoothing  missing at random  weighted estimating equation  
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:152/0  |  提交时间:2021/04/26
cross‐  validation  high‐  dimensional nuisance parameters  hypothesis test  oracle inequality  sample splitting  
Optimal subsample selection for massive logistic regression with distributed data 期刊论文
COMPUTATIONAL STATISTICS, 2021, 页码: 28
作者:  Zuo, Lulu;  Zhang, Haixiang;  Wang, HaiYing;  Sun, Liuquan
收藏  |  浏览/下载:164/0  |  提交时间:2021/04/26
Allocation size  Big data  Distributed and massive data  Subsample estimator  Subsampling probabilities  
Optimal Minimax Variable Selection for Large-Scale Matrix Linear Regression Model 期刊论文
JOURNAL OF MACHINE LEARNING RESEARCH, 2021, 卷号: 22, 页码: 39
作者:  Hao, Meiling;  Qu, Lianqiang;  Kong, Dehan;  Sun, Liuquan;  Zhu, Hongtu
收藏  |  浏览/下载:184/0  |  提交时间:2021/10/26
High dimension  Imaging genetics  Matrix linear regression  Optimal mini-max rate  Variable selection  
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:176/0  |  提交时间:2020/09/23
Generalized regression  Individualized treatment rule  Outlier  Personalized medicine  Rank correlation