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Simultaneous variable selection in regression analysis of multivariate interval-censored data 期刊论文
BIOMETRICS, 2021, 页码: 12
作者:  Sun, Liuquan;  Li, Shuwei;  Wang, Lianming;  Song, Xinyuan;  Sui, Xuemei
收藏  |  浏览/下载：134/0  |  提交时间：2022/04/02
EM algorithm  interval censoring  minimum information criterion  multivariate analysis  transformation models  
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  
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  
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
作者:  Qu, Lianqiang;  Sun, Liuquan
收藏  |  浏览/下载：165/0  |  提交时间：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
作者:  Hao, Meiling;  Qu, Lianqiang;  Kong, Dehan;  Sun, Liuquan;  Zhu, Hongtu
收藏  |  浏览/下载：185/0  |  提交时间：2021/10/26
High dimension  Imaging genetics  Matrix linear regression  Optimal mini-max rate  Variable selection  
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：214/0  |  提交时间：2020/09/23
Continuous-time HMMs  Longitudinal data  ML estimator  Unknown number of hidden states  SCAD penalty  
TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES 期刊论文
STATISTICA SINICA, 2018, 卷号: 28, 期号: 1, 页码: 527-548
作者:  Wang, Zhanfeng;  Ding, Jieli;  Sun, Liuquan;  Wu, Yaohua
收藏  |  浏览/下载：203/0  |  提交时间：2019/01/11
Bootstrap resampling  estimating equations  informative observation times  left-censored longitudinal data  Tobit quantile regression  
Analysis of proportional mean residual life model with latent variables 期刊论文
STATISTICS IN MEDICINE, 2017, 卷号: 36, 期号: 5, 页码: 813-826
作者:  He, Haijin;  Cai, Jingheng;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：176/0  |  提交时间：2018/07/30
borrow-strength estimation  extended estimating equations  factor analysis  latent variables  mean residual life function  proportional model  
Transformed linear quantile regression with censored survival data 期刊论文
STATISTICS AND ITS INTERFACE, 2016, 卷号: 9, 期号: 2, 页码: 131-139
作者:  Miao, Rui;  Sun, Liuquan;  Tian, Guo-Liang
收藏  |  浏览/下载：142/0  |  提交时间：2018/07/30
Censored survival data  Box-Cox transformation  Martingale  Quantile regression  Resampling  
Regression Analysis of Additive Hazards Model With Latent Variables 期刊论文
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2015, 卷号: 110, 期号: 511, 页码: 1148-1159
作者:  Pan, Deng;  He, Haijin;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：126/0  |  提交时间：2018/07/30
Additive risk  Borrow-strength estimation  Factor analysis  Latent trait  Multiple correlated outcomes