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An adaptive group LASSO approach for domain selection in functional generalized linear models 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2022, 卷号: 219, 页码: 13-32
作者:  Sun, Yifan;  Wang, Qihua
收藏  |  浏览/下载：117/0  |  提交时间：2022/06/21
Functional data  Adaptive LASSO  Group LASSO  Null region detection  B-spline  
Importance-Penalized Joint Graphical Lasso (IPJGL): differential network inference via GGMs 期刊论文
BIOINFORMATICS, 2022, 卷号: 38, 期号: 3, 页码: 770-777
作者:  Leng, Jiacheng;  Wu, Ling-Yun
收藏  |  浏览/下载：149/0  |  提交时间：2022/04/02
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
作者:  Han, Dongxiao;  Qu, Lianqiang;  Sun, Liuquan;  Sun, Yanqing
收藏  |  浏览/下载：146/0  |  提交时间：2021/10/26
Adaptive LASSO  additive hazards model  competing risks  continuous mark  mark-specific vaccine effects  survival data  
Joint reconstruction of cis-regulatory interaction networks across multiple tissues using single-cell chromatin accessibility data 期刊论文
BRIEFINGS IN BIOINFORMATICS, 2021, 卷号: 22, 期号: 3, 页码: 15
作者:  Dong, Kangning;  Zhang, Shihua
收藏  |  浏览/下载：120/0  |  提交时间：2022/04/02
cis-regulatory interaction networks  single-cell ATAC-seq  Gaussian graphical LASSO  
Group-Sparse SVD Models via L-1- and L-0-norm Penalties and their Applications in Biological Data 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2021, 卷号: 33, 期号: 2, 页码: 536-550
作者:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
收藏  |  浏览/下载：174/0  |  提交时间：2021/04/26
Sparse SVD  low-rank matrix decomposition  group-sparse penalty  overlapping group-sparse penalty  coordinate descent method  alternating direction method of multipliers (ADMM)  data mining  
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：143/0  |  提交时间：2018/07/30
High-dimensional covariates  oracle inequalities  sign consistency  survival analysis  variable selection  
Penalized estimation equation for an extended single-index model 期刊论文
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2017, 卷号: 69, 期号: 1, 页码: 169-187
作者:  Li, Yongjin;  Zhang, Qingzhao;  Wang, Qihua
收藏  |  浏览/下载：155/0  |  提交时间：2018/07/30
Single-index model  Penalized estimating equations  Variable selection  Oracle property  Smoothly clipped absolute deviation  Adaptive lasso  
A Two-Stage Method to Identify Joint Modules From Matched MicroRNA and mRNA Expression Data 期刊论文
IEEE TRANSACTIONS ON NANOBIOSCIENCE, 2016, 卷号: 15, 期号: 4, 页码: 362-370
作者:  Min, Wenwen;  Liu, Juan;  Luo, Fei;  Zhang, Shihua
收藏  |  浏览/下载：174/0  |  提交时间：2018/07/30
L-0-penalized singular value decomposition (L-0-SVD)  miRNA cluster  miRNA-gene joint module  multiple-output sparse group lasso  
Dimension reduction based linear surrogate variable approach for model free variable selection 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2016, 卷号: 169, 页码: 13-26
作者:  Dai, Pengjie;  Ding, Xiaobo;  Wang, Qihua
收藏  |  浏览/下载：172/0  |  提交时间：2018/07/30
Adaptive LASSO  Central subspace  Linear surrogate variable  Sufficient dimension reduction  Variable selection