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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:20/0  |  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:23/0  |  Submit date:2018/07/30
Sparse logistic regression  network-regularized penalty  survival risk prediction  feature selection  
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
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:12/0  |  Submit date:2019/12/31
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
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:7/0  |  Submit date:2019/12/31
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:8/0  |  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  
A novel computational framework for simultaneous integration of multiple types of genomic data to identify microRNA-gene regulatory modules 期刊论文
BIOINFORMATICS, 2011, 卷号: 27, 期号: 13, 页码: I401-I409
Authors:  Zhang, Shihua;  Li, Qingjiao;  Liu, Juan;  Zhou, Xianghong Jasmine
Favorite  |  View/Download:9/0  |  Submit date:2018/07/30