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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:151/0  |  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  
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
作者:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
收藏  |  浏览/下载:187/0  |  提交时间:2019/01/11
Sparse Weighted Canonical Correlation Analysis 期刊论文
CHINESE JOURNAL OF ELECTRONICS, 2018, 卷号: 27, 期号: 3, 页码: 459-466
作者:  Min Wenwen;  Liu Juan;  Zhang Shihua
收藏  |  浏览/下载:163/0  |  提交时间:2018/07/30
Canonical correlation analysis (CCA)  Sparse canonical correlation analysis (SCCA)  Sparse weighted CCA (SWCCA)  Group LASSO regularized SWCCA  Multi-view SWCCA