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A kernel non-negative matrix factorization framework for single cell clustering 期刊论文
APPLIED MATHEMATICAL MODELLING, 2021, 卷号: 90, 页码: 875-888
Authors:  Jiang, Hao;  Yi, Ming;  Zhang, Shihua
Favorite  |  View/Download:18/0  |  Submit date:2021/04/26
Single cell RNA-sequencing  Kernel non-negative matrix factorization  Cellular heterogeneity  
NeuralEE: A GPU-Accelerated Elastic Embedding Dimensionality Reduction Method for Visualizing Large-Scale scRNA-Seq Data 期刊论文
FRONTIERS IN GENETICS, 2020, 卷号: 11, 页码: 8
Authors:  Xiong, Jiankang;  Gong, Fuzhou;  Wan, Lin;  Ma, Liang
Favorite  |  View/Download:24/0  |  Submit date:2021/01/14
single-cell RNA sequencing  elastic embedding  neural networks  large-scale  stochastic optimization  parametric models  generalizable models  
Comparison of Computational Methods for Imputing Single-Cell RNA-Sequencing Data 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2020, 卷号: 17, 期号: 2, 页码: 376-389
Authors:  Zhang, Lihua;  Zhang, Shihua
Favorite  |  View/Download:45/0  |  Submit date:2020/05/24
Gene expression  Sequential analysis  Bioinformatics  RNA  Matrix converters  Computational biology  Bayes methods  Single-cell RNA-sequencing technique  dropout event  imputation  algorithm  bioinformatics  
TSEE: an elastic embedding method to visualize the dynamic gene expression patterns of time series single-cell RNA sequencing data 期刊论文
BMC GENOMICS, 2019, 卷号: 20, 页码: 16
Authors:  An, Shaokun;  Ma, Liang;  Wan, Lin
Favorite  |  View/Download:46/0  |  Submit date:2019/10/28
Nonlinear dimensionality reduction  Elastic embedding  Visualization  Single-cell RNA sequencing  Time series  Cell fate decisions  Gene expression pattern  Oscillation  In-group proportion