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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：94/0  |  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)  
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：211/0  |  Submit date：2018/07/30
Sparse logistic regression  network-regularized penalty  survival risk prediction  feature selection  
Integrative analysis for identifying joint modular patterns of gene-expression and drug-response data 期刊论文
BIOINFORMATICS, 2016, 卷号: 32, 期号: 11, 页码: 1724-1732
Authors:  Chen, Jinyu;  Zhang, Shihua
Favorite  |  View/Download：112/0  |  Submit date：2018/07/30