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Joint reconstruction of cis-regulatory interaction networks across multiple tissues using single-cell chromatin accessibility data 期刊论文
BRIEFINGS IN BIOINFORMATICS, 2021, 卷号: 22, 期号: 3, 页码: 15
作者:  Dong, Kangning;  Zhang, Shihua
收藏  |  浏览/下载：119/0  |  提交时间：2022/04/02
cis-regulatory interaction networks  single-cell ATAC-seq  Gaussian graphical LASSO  
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：153/0  |  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：196/0  |  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：164/0  |  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：193/0  |  提交时间：2019/01/11
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：207/0  |  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：163/0  |  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：142/0  |  提交时间：2018/07/30