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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：124/0  |  提交时间：2022/04/02
Quantile regression  sparsity  ultrahigh-dimensional data  variable screening  
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
作者:  Qu, Lianqiang;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：224/0  |  提交时间：2018/07/30
Additive hazards models  Group penalty  Kernel smoothing  Local sparsity  Oracle property  Varying coefficients  
Joint modeling of longitudinal data with a dependent terminal event 期刊论文
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2016, 卷号: 45, 期号: 3, 页码: 813-835
作者:  He, Sui;  Du, Ting;  Sun, Liuquan
收藏  |  浏览/下载：121/0  |  提交时间：2018/07/30
Estimating equations  Informative observation times  Joint modeling  Latent variables  Terminal event  Time-varying coefficient  
Regression analysis of longitudinal data with time-dependent covariates in the presence of informative observation and censoring times 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2011, 卷号: 141, 期号: 8, 页码: 2902-2919
作者:  Sun, Liuquan;  Song, Xinyuan;  Zhou, Jie
收藏  |  浏览/下载：132/0  |  提交时间：2018/07/30
Generalized estimating equations  Informative observation times  Joint modeling  Latent variables  Model checking  Time-varying coefficient  
Statistical inference using a weighted difference-based series approach for partially linear regression models 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2011, 卷号: 102, 期号: 3, 页码: 601-618
作者:  Ai, Chunrong;  You, Jinhong;  Zhou, Yong
收藏  |  浏览/下载：113/0  |  提交时间：2018/07/30
Partially linear model  Fixed effects  Difference-based method  Series approximation  Weighted estimation  Covariate selection  
Variable Selection for Panel Count Data via Non-Concave Penalized Estimating Function 期刊论文
SCANDINAVIAN JOURNAL OF STATISTICS, 2009, 卷号: 36, 期号: 4, 页码: 620-635
作者:  Tong, Xingwei;  He, Xin;  Sun, Liuquan;  Sun, Jianguo
收藏  |  浏览/下载：119/0  |  提交时间：2018/07/30
estimating function  non-concave penalized procedure  oracle procedure  panel count data  variable selection  
Variable selection by pseudo wavelets in heteroscedastic regression models involving time series 期刊论文
ACTA MATHEMATICA SCIENTIA, 2006, 卷号: 26, 期号: 3, 页码: 469-476
作者:  Wang Qinghe;  Zhou Yong
收藏  |  浏览/下载：93/0  |  提交时间：2018/07/30
heteroscedastic regression models  variable selection  wavelets