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Robust Bayesian matrix decomposition with mixture of Gaussian noise 期刊论文
NEUROCOMPUTING, 2021, 卷号: 449, 页码: 108-116
Authors:  Wang, Haohui;  Zhang, Chihao;  Zhang, Shihua
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Bayesian method  Matrix decomposition  Maximum a posterior  Mixture of Gaussians  
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
Authors:  Dong, Kangning;  Zhang, Shihua
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cis-regulatory interaction networks  single-cell ATAC-seq  Gaussian graphical LASSO  
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
Authors:  Zhang, Chihao;  Zhang, Shihua
Favorite  |  View/Download:159/0  |  Submit date: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  
Towards understanding residual and dilated dense neural networks via convolutional sparse coding 期刊论文
NATIONAL SCIENCE REVIEW, 2021, 卷号: 8, 期号: 3, 页码: 13
Authors:  Zhang, Zhiyang;  Zhang, Shihua
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convolutional neural network  convolutional sparse coding  residual neural network  mixed-scale dense neural network  dilated convolution  dense connection  
3D Genome of macaque fetal brain reveals evolutionary innovations during primate corticogenesis 期刊论文
CELL, 2021, 卷号: 184, 期号: 3, 页码: 723-+
Authors:  Luo, Xin;  Liu, Yuting;  Dang, Dachang;  Hu, Ting;  Hou, Yingping;  Meng, Xiaoyu;  Zhang, Fengyun;  Li, Tingting;  Wang, Can;  Li, Min;  Wu, Haixu;  Shen, Qiushuo;  Hu, Yan;  Zeng, Xuerui;  He, Xiechao;  Yan, Lanzhen;  Zhang, Shihua;  Li, Cheng;  Su, Bing
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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
Authors:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
Favorite  |  View/Download:141/0  |  Submit date: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  
Imputing single-cell RNA-seq data by considering cell heterogeneity and prior expression of dropouts 期刊论文
JOURNAL OF MOLECULAR CELL BIOLOGY, 2021, 卷号: 13, 期号: 1, 页码: 29-40
Authors:  Zhang, Lihua;  Zhang, Shihua
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single-cell RNA-seq  dropout  imputation  low-rank  systems biology  
An Integrative Framework for Combining Sequence and Epigenomic Data to Predict Transcription Factor Binding Sites Using Deep Learning 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2021, 卷号: 18, 期号: 1, 页码: 355-364
Authors:  Jing, Fang;  Zhang, Shao-Wu;  Cao, Zhen;  Zhang, Shihua
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Bioinformatics  machine learning  transcription factors binding sites  convolutional neural networks  DNA accessibility  histone modification  
Prediction of enhancer-promoter interactions using the cross-cell type information and domain adversarial neural network 期刊论文
BMC BIOINFORMATICS, 2020, 卷号: 21, 期号: 1, 页码: 16
Authors:  Jing, Fang;  Zhang, Shao-Wu;  Zhang, Shihua
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Enhancer–  promoter interactions  Cell line  Convolutional neural network  Transfer learning  Gradient reversal layer  
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
Authors:  Zhang, Lihua;  Zhang, Shihua
Favorite  |  View/Download:133/0  |  Submit date: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