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Bayesian Joint Matrix Decomposition for Data Integration with Heterogeneous Noise 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 4, 页码: 1184-1196
作者:  Zhang, Chihao;  Zhang, Shihua
收藏  |  浏览/下载：175/0  |  提交时间：2021/04/26
Matrix decomposition  Bayes methods  Data integration  Inference algorithms  Data models  Data mining  Gaussian distribution  Bayesian methods  matrix decomposition  data integration  variational Bayesian inference  maximum a posterior  
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：152/0  |  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  
A General Joint Matrix Factorization Framework for Data Integration and Its Systematic Algorithmic Exploration 期刊论文
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 卷号: 28, 期号: 9, 页码: 1971-1983
作者:  Zhang, Lihua;  Zhang, Shihua
收藏  |  浏览/下载：144/0  |  提交时间：2021/01/14
Sparse matrices  Pattern recognition  Data integration  Prediction algorithms  Data models  Matrix decomposition  Signal processing algorithms  Bioinformatics  data integration  network-regularized constraint  nonnegative matrix factorization (NMF)  pattern recognition  
A hybrid graph-theoretic method for mining overlapping functional modules in large sparse protein interaction networks 期刊论文
INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS, 2009, 卷号: 3, 期号: 1, 页码: 68-84
作者:  Zhang, Shihua;  Liu, Hong-Wei;  Ning, Xue-Mei;  Zhang, Xiang-Sun
收藏  |  浏览/下载：200/0  |  提交时间：2018/07/30
PPI  protein-protein interaction network  network clustering  LGT  line graph transformation  protein complexes  functional modules  data mining  bioinformatics  
Identification of overlapping community structure in complex networks using fuzzy c-means clustering 期刊论文
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2007, 卷号: 374, 期号: 1, 页码: 483-490
作者:  Zhang, Shihua;  Wang, Rui-Sheng;  Zhang, Xiang-Sun
收藏  |  浏览/下载：132/0  |  提交时间：2018/07/30
overlapping community structure  modular function  spectral mapping  fuzzy c-means clustering  complex network