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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：151/0  |  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  
Learning common and specific patterns from data of multiple interrelated biological scenarios with matrix factorization 期刊论文
NUCLEIC ACIDS RESEARCH, 2019, 卷号: 47, 期号: 13, 页码: 6606-6617
作者:  Zhang, Lihua;  Zhang, Shihua
收藏  |  浏览/下载：194/0  |  提交时间：2020/01/10
MSTD: an efficient method for detecting multi-scale topological domains from symmetric and asymmetric 3D genomic maps 期刊论文
NUCLEIC ACIDS RESEARCH, 2019, 卷号: 47, 期号: 11, 页码: 11
作者:  Ye, Yusen;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：161/0  |  提交时间：2020/01/10
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：192/0  |  提交时间：2019/01/11
Matrix Integrative Analysis (MIA) of Multiple Genomic Data for Modular Patterns 期刊论文
FRONTIERS IN GENETICS, 2018, 卷号: 9, 页码: 12
作者:  Chen, Jinyu;  Zhang, Shihua
收藏  |  浏览/下载：179/0  |  提交时间：2018/07/30
bioinformatics  multi-dimensional genomics  matrix integrative analysis  data integration  module discovery  non-negative matrix factorization (NMF)  partial least squares (PLS)  
MSIQ: JOINT MODELING OF MULTIPLE RNA-SEQ SAMPLES FOR ACCURATE ISOFORM QUANTIFICATION 期刊论文
ANNALS OF APPLIED STATISTICS, 2018, 卷号: 12, 期号: 1, 页码: 510-539
作者:  Li, Wei Vivian;  Zhao, Anqi;  Zhang, Shihua;  Li, Jingyi Jessica
收藏  |  浏览/下载：200/0  |  提交时间：2018/07/30
Isoform abundance estimation  joint inference from multiple samples  RNA sequencing  Bayesian hierarchical models  Gibbs sampling  data heterogeneity  
Integrative Analysis of Transcription Factor Combinatorial Interactions Using a Bayesian Tensor Factorization Approach 期刊论文
FRONTIERS IN GENETICS, 2017, 卷号: 8, 页码: 12
作者:  Ye, Yusen;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：157/0  |  提交时间：2018/07/30
transcription regulation  TF regulatory networks  tensor factorization  integrative analysis of omics data  biological networks  
Discovery of cancer common and specific driver gene sets 期刊论文
NUCLEIC ACIDS RESEARCH, 2017, 卷号: 45, 期号: 10, 页码: 14
作者:  Zhang, Junhua;  Zhang, Shihua
收藏  |  浏览/下载：138/0  |  提交时间：2018/07/30
Integrative cancer genomics: models, algorithms and analysis 期刊论文
FRONTIERS OF COMPUTER SCIENCE, 2017, 卷号: 11, 期号: 3, 页码: 392-406
作者:  Chen, Jinyu;  Zhang, Shihua
收藏  |  浏览/下载：135/0  |  提交时间：2018/07/30
cancer genomics  model  algorithm  data integration  bioinformatics  computational biology  
Comparative DNA methylation analysis to decipher common and cell type-specific patterns among multiple cell types 期刊论文
BRIEFINGS IN FUNCTIONAL GENOMICS, 2016, 卷号: 15, 期号: 6, 页码: 399-407
作者:  Yang, Xiaofei;  Shao, Xiaojian;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：171/0  |  提交时间：2018/07/30
DNA methylation patterns  differentially methylation regions  comparative studies  tissue-specific methylation  cancer epigenomics