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A Novel Sparse Graph-Regularized Singular Value Decomposition Model and Its Application to Genomic Data Analysis 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
Authors:  Min, Wenwen;  Wan, Xiang;  Chang, Tsung-Hui;  Zhang, Shihua
Favorite  |  View/Download:18/0  |  Submit date:2022/04/02
Gene expression  Biology  Biological system modeling  Principal component analysis  Mathematical model  Data models  Big Data  Absolute-valued graph regularization  graph regularization  sparse learning  structured sparse singular value decomposition (SVD)  
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
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:39/0  |  Submit date: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  
Edge-group sparse PCA for network-guided high dimensional data analysis 期刊论文
BIOINFORMATICS, 2018, 卷号: 34, 期号: 20, 页码: 3479-3487
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:86/0  |  Submit date:2019/01/11
Network-Regularized Sparse Logistic Regression Models for Clinical Risk Prediction and Biomarker Discovery 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2018, 卷号: 15, 期号: 3, 页码: 944-953
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:136/0  |  Submit date:2018/07/30
Sparse logistic regression  network-regularized penalty  survival risk prediction  feature selection  
Sparse Weighted Canonical Correlation Analysis 期刊论文
CHINESE JOURNAL OF ELECTRONICS, 2018, 卷号: 27, 期号: 3, 页码: 459-466
Authors:  Min Wenwen;  Liu Juan;  Zhang Shihua
Favorite  |  View/Download:70/0  |  Submit date:2018/07/30
Canonical correlation analysis (CCA)  Sparse canonical correlation analysis (SCCA)  Sparse weighted CCA (SWCCA)  Group LASSO regularized SWCCA  Multi-view SWCCA  
sparseweightedcanonicalcorrelationanalysis 期刊论文
chinesejournalofelectronics, 2018, 卷号: 27, 期号: 3, 页码: 459
Authors:  Min Wenwen;  Liu Juan;  Zhang Shihua
Favorite  |  View/Download:67/0  |  Submit date:2020/01/10
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
Authors:  Min, Wenwen;  Liu, Juan;  Luo, Fei;  Zhang, Shihua
Favorite  |  View/Download:62/0  |  Submit date:2018/07/30
L-0-penalized singular value decomposition (L-0-SVD)  miRNA cluster  miRNA-gene joint module  multiple-output sparse group lasso