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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:46/0  |  Submit date:2021/01/14
single-cell RNA sequencing  elastic embedding  neural networks  large-scale  stochastic optimization  parametric models  generalizable models  
SUFFICIENT DIMENSION REDUCTION UNDER DIMENSION-REDUCTION-BASED IMPUTATION WITH PREDICTORS MISSING AT RANDOM 期刊论文
STATISTICA SINICA, 2019, 卷号: 29, 期号: 4, 页码: 1751-1778
Authors:  Yang, Xiaojie;  Wang, Qihua
Favorite  |  View/Download:131/0  |  Submit date:2020/01/10
Kernel imputation  missing at random  missing predictors  sliced inverse regression  sufficient dimension reduction  
DensityPath: an algorithm to visualize and reconstruct cell state-transition path on density landscape for single-cell RNA sequencing data 期刊论文
BIOINFORMATICS, 2019, 卷号: 35, 期号: 15, 页码: 2593-2601
Authors:  Chen, Ziwei;  An, Shaokun;  Bai, Xiangqi;  Gong, Fuzhou;  Ma, Liang;  Wan, Lin
Favorite  |  View/Download:75/0  |  Submit date:2020/01/10
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:67/0  |  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  
Unsupervised band selection based on artificial bee colony algorithm for hyperspectral image classification 期刊论文
APPLIED SOFT COMPUTING, 2019, 卷号: 75, 页码: 428-440
Authors:  Xie, Fuding;  Li, Fangfei;  Lei, Cunkuan;  Yang, Jun;  Zhang, Yong
Favorite  |  View/Download:58/0  |  Submit date:2019/03/05
Hyperspectral image  Band selection  ABC algorithm  Subspace decomposition  Dimensionality reduction  
Prediction of subcellular location of apoptosis proteins by incorporating PsePSSM and DCCA coefficient based on LFDA dimensionality reduction 期刊论文
BMC Genomics, 2018, 卷号: 19, 期号: 1
Authors:  Yu,Bin;  Li,Shan;  Qiu,Wenying;  Wang,Minghui;  Du,Junwei;  Zhang,Yusen;  Chen,Xing
Favorite  |  View/Download:59/0  |  Submit date:2018/07/30
Apoptosis proteins  Subcellular localization  Pseudo-position specific scoring matrix  Detrended cross-correlation analysis coefficient  Local fisher discriminant analysis  Support vector machine  
Supervised Polarimetric SAR Image Classification Using Tensor Local Discriminant Embedding 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 卷号: 27, 期号: 6, 页码: 2966-2979
Authors:  Huang, Xiayuan;  Qiao, Hong;  Zhang, Bo;  Nie, Xiangli
Favorite  |  View/Download:134/0  |  Submit date:2018/07/30
Land cover classification  dimensionality reduction  feature extraction  spatial information  polarimetric signature  tensor local discriminant embedding  PloSAR image  
Variable screening for ultrahigh dimensional heterogeneous data via conditional quantile correlations 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2018, 卷号: 165, 页码: 1-13
Authors:  Zhang, Shucong;  Zhou, Yong
Favorite  |  View/Download:55/0  |  Submit date:2018/07/30
Conditional quantile correlation  Conditional quantile screening  Ultrahigh dimensionality  Varying coefficient models  
Local Discriminant Canonical Correlation Analysis for Supervised PolSAR Image Classification 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 卷号: 14, 期号: 11, 页码: 2102-2106
Authors:  Huang, Xiayuan;  Zhang, Bo;  Qiao, Hong;  Nie, Xiangli
Favorite  |  View/Download:51/0  |  Submit date:2018/07/30
Canonical correlation analysis (CCA)  dimensionality reduction (DR)  local discriminant embedding (LDE)  multiview feature extraction  supervised polarimetric synthetic aperture radar (PolSAR) image classification  
Robustness properties of dimensionality reduction with Gaussian random matrices 期刊论文
SCIENCE CHINA-MATHEMATICS, 2017, 卷号: 60, 期号: 10, 页码: 1753-1778
Authors:  Han, Bin;  Xu, ZhiQiang
Favorite  |  View/Download:36/0  |  Submit date:2018/07/30
phase retrieval  finite frames  sparse approximation  restricted isometry property  Johnson-Lindenstrauss lemma