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Approximate distance correlation for selecting highly interrelated genes across datasets 期刊论文
PLOS COMPUTATIONAL BIOLOGY, 2021, 卷号: 17, 期号: 11, 页码: 18
作者:  Shen, Qunlun;  Zhang, Shihua
收藏  |  浏览/下载:114/0  |  提交时间:2022/04/02
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:174/0  |  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  
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  
The Discovery of Mutated Driver Pathways in Cancer: Models and Algorithms 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2018, 卷号: 15, 期号: 3, 页码: 988-998
作者:  Zhang, Junhua;  Zhang, Shihua
收藏  |  浏览/下载:205/0  |  提交时间:2018/07/30
Bioinformatics  cancer genomics  driver gene  driver pathway  mutual exclusivity  co-occurring mutation  
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:131/0  |  提交时间:2018/07/30
cancer genomics  model  algorithm  data integration  bioinformatics  computational biology