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Variable screening for varying coefficient models with ultrahigh-dimensional survival data 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2022, 卷号: 172, 页码: 12
Authors:  Qu, Lianqiang;  Wang, Xiaoyu;  Sun, Liuquan
Favorite  |  View/Download:45/0  |  Submit date:2023/02/07
Kernel smoothing  Survival data  Ultrahigh dimensionality  Variable screening  Varying coefficient  
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
Authors:  Qu, Lianqiang;  Hao, Meiling;  Sun, Liuquan
Favorite  |  View/Download:93/0  |  Submit date:2022/04/02
Quantile regression  sparsity  ultrahigh-dimensional data  variable screening  
Variable selection for a mark-specific additive hazards model using the adaptive LASSO 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2021, 页码: 15
Authors:  Han, Dongxiao;  Qu, Lianqiang;  Sun, Liuquan;  Sun, Yanqing
Favorite  |  View/Download:106/0  |  Submit date:2021/10/26
Adaptive LASSO  additive hazards model  competing risks  continuous mark  mark-specific vaccine effects  survival data  
A non-marginal variable screening method for the varying coefficient Cox model 期刊论文
STATISTICS AND ITS INTERFACE, 2021, 卷号: 14, 期号: 2, 页码: 197-209
Authors:  Qu, Lianqiang;  Sun, Liuquan
Favorite  |  View/Download:128/0  |  Submit date:2021/04/26
Cox model  Kernel smoothing  Non-marginal screening  Ultrahigh-dimensionality  Varying coefficient  
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
Authors:  Hao, Meiling;  Qu, Lianqiang;  Kong, Dehan;  Sun, Liuquan;  Zhu, Hongtu
Favorite  |  View/Download:132/0  |  Submit date:2021/10/26
High dimension  Imaging genetics  Matrix linear regression  Optimal mini-max rate  Variable selection  
A novel model for the X-chromosome inactivation association on survival data 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2020, 卷号: 29, 期号: 5, 页码: 1305-1314
Authors:  Han, Dongxiao;  Hao, Meiling;  Qu, Lianqiang;  Xu, Wei
Favorite  |  View/Download:121/0  |  Submit date:2020/06/30
Cox model  genetic association test  frailty model  right-censored survival data  X-chromosome association  X-chromosome inactivation  
The Cox-Aalen model for recurrent-event data with a dependent terminal event 期刊论文
STATISTICA NEERLANDICA, 2019, 卷号: 73, 期号: 2, 页码: 234-255
Authors:  Qu, Lianqiang;  Sun, Liuquan
Favorite  |  View/Download:164/0  |  Submit date:2020/01/10
Cox-Aalen model  estimating equation  recurrent events  share frailty  terminal event  
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
Authors:  Qu, Lianqiang;  Song, Xinyuan;  Sun, Liuquan
Favorite  |  View/Download:189/0  |  Submit date:2018/07/30
Additive hazards models  Group penalty  Kernel smoothing  Local sparsity  Oracle property  Varying coefficients  
Joint modeling of recurrent and terminal events using additive models 期刊论文
STATISTICS AND ITS INTERFACE, 2017, 卷号: 10, 期号: 4, 页码: 699-710
Authors:  Qu, Lianqiang;  Sun, Liuquan;  Liu, Lei
Favorite  |  View/Download:131/0  |  Submit date:2018/07/30
Additive models  Estimating equations  Frailty  Partial marginal models  Recurrent events  Terminal event  
A class of transformation rate models for recurrent event data 期刊论文
SCIENCE CHINA-MATHEMATICS, 2016, 卷号: 59, 期号: 11, 页码: 2227-2244
Authors:  Zhang Hu;  Yang QingLong;  Qu LianQiang
Favorite  |  View/Download:76/0  |  Submit date:2018/07/30
Aalen model  estimating equations  recurrent event data  time-varying coefficients  transformation rate models