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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  
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:226/0  |  提交时间:2018/07/30
Additive hazards models  Group penalty  Kernel smoothing  Local sparsity  Oracle property  Varying coefficients  
Regularized estimation in GINAR(p) process 期刊论文
JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2017, 卷号: 46, 期号: 4, 页码: 502-517
作者:  Zhang, Haixiang;  Wang, Dehui;  Sun, Liuquan
收藏  |  浏览/下载:202/0  |  提交时间:2018/07/30
Integer-valued time series  Penalty function  Oracle property  Thinning operator  Regularized estimation  
Variable selection for frailty transformation models with application to diabetic complications 期刊论文
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2016, 卷号: 44, 期号: 3, 页码: 375-394
作者:  Liu, Xu;  Song, Xinyuan;  Xie, Shangyu;  Zhou, Yong
收藏  |  浏览/下载:124/0  |  提交时间:2018/07/30
Diabetic complications  Gamma frailty  MM algorithm  SCAD  transformation models  variable selection  MSC 2010: Primary 62G08  secondary 62N01  
Efficient estimation of seemingly unrelated additive nonparametric regression models 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2013, 卷号: 26, 期号: 4, 页码: 595-608
作者:  Yuan Yuan;  You Jinhong;  Zhou Yong
收藏  |  浏览/下载:108/0  |  提交时间:2021/01/14
BAYESIAN-INFERENCE  CONSISTENCY  Additive structure  asymptotic normality  nonparametric modelling  polynomial spline  seemingly unrelated regression  two-stage estimation  
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:116/0  |  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:121/0  |  提交时间:2018/07/30
estimating function  non-concave penalized procedure  oracle procedure  panel count data  variable selection