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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：159/0  |  提交时间：2021/10/26
individualized treatment regime  kernel estimation  optimal treatment initiation time  time-to-event data  value function  
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：149/0  |  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：159/0  |  提交时间：2021/04/26
Allocation size  Big data  Distributed and massive data  Subsample estimator  Subsampling probabilities  
Estimating Cumulative Treatment Effect Under an Additive Hazards Model 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2021, 页码: 11
作者:  Lu Xiaoliang;  Zhang Baoxue;  Sun Liuquan
收藏  |  浏览/下载：156/0  |  提交时间：2021/04/26
Additive hazards model  cumulative hazards  survival data  time-dependent effect  
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：173/0  |  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：203/0  |  提交时间：2020/09/23
Continuous-time HMMs  Longitudinal data  ML estimator  Unknown number of hidden states  SCAD penalty  
Nonlinear Least Squares Estimation of Log-ACD Models 期刊论文
ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2018, 卷号: 34, 期号: 3, 页码: 516-533
作者:  Chen, Zhao;  Liu, Wei;  Wang, Christina Dan;  Wu, Wu-qing;  Wu, Yao-hua
收藏  |  浏览/下载：163/0  |  提交时间：2018/09/08
Log-ACD model  nonlinear least squares estimation  Log-GARCH model  heavy-tail  
An efficient risk estimator with external information under additive hazards model 期刊论文
ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2018, 卷号: 34, 期号: 1, 页码: 35-50
作者:  Wang, Xin;  Xue, Xiao-ming;  Zhou, Jie;  Sun, Liu-quan
收藏  |  浏览/下载：188/0  |  提交时间：2018/07/30
absolute risk  additive hazards model  cause-specific hazard  cohort data  composite hazard rate  external information  
ORACLE INEQUALITIES AND SELECTION CONSISTENCY FOR WEIGHTED LASSO IN HIGH-DIMENSIONAL ADDITIVE HAZARDS MODEL 期刊论文
STATISTICA SINICA, 2017, 卷号: 27, 期号: 4, 页码: 1903-1920
作者:  Zhang, Haixiang;  Sun, Liuquan;  Zhou, Yong;  Huang, Jian
收藏  |  浏览/下载：138/0  |  提交时间：2018/07/30
High-dimensional covariates  oracle inequalities  sign consistency  survival analysis  variable selection  
Analysis of a fixed center effect additive rates model for recurrent event data 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2017, 卷号: 112, 页码: 186-197
作者:  He, Haijin;  Pan, Deng;  Sun, Liuquan;  Li, Yimei;  Robison, Leslie L.;  Song, Xinyuan
收藏  |  浏览/下载：183/0  |  提交时间：2018/07/30
Additive rates model  Center effects  Recurrent events  Terminal event  Model checking