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L2,1-norm regularized quaternion matrix completion using sparse representation and approximate QSVD Journal article
Han, Juan, Kou, Kit Ian, Miao, Jifei, Liu, Lizhi, Li, Haojiang. L2,1-norm regularized quaternion matrix completion using sparse representation and approximate QSVD[J]. Neurocomputing, 2025, 615, 128823.
Authors:  Han, Juan;  Kou, Kit Ian;  Miao, Jifei;  Liu, Lizhi;  Li, Haojiang
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:5.5/5.5 | Submit date：2025/01/22
Iteratively Reweighted Quaternion L2,1-norm  Low Rank  Quaternion Matrix Completion  Quaternion Qatar Riyal (Qr) Decomposition  Sparse Regularization  
Brain Network Manifold Learned by Cognition-Inspired Graph Embedding Model for Emotion Recognition Journal article
Li, Cunbo, Li, Peiyang, Chen, Zhaojin, Yang, Lei, Li, Fali, Wan, Feng, Cao, Zehong, Yao, Dezhong, Lu, Bao Liang, Xu, Peng. Brain Network Manifold Learned by Cognition-Inspired Graph Embedding Model for Emotion Recognition[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024.
Authors:  Li, Cunbo;  Li, Peiyang;  Chen, Zhaojin;  Yang, Lei;  Li, Fali; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:8.6/8.7 | Submit date：2024/10/10
Affective Brain-computer Interface (Abci) System  Cognition-inspired Learning  Electroencephalogram (Eeg) Brain Networks  Emotion Recognition  Geometry Manifold  Graph Embedding  L1-norm Space  
Consensus Sparsity: Multi-Context Sparse Image Representation via L∞-Induced Matrix Variate Journal article
Jianhang Zhou, Bob Zhang, Shaoning Zeng. Consensus Sparsity: Multi-Context Sparse Image Representation via L∞-Induced Matrix Variate[J]. IEEE Transactions on Image Processing, 2022, 32, 603-616.
Authors:  Jianhang Zhou;  Bob Zhang;  Shaoning Zeng
Favorite | TC[WOS]:0 TC[Scopus]:4  IF:10.8/12.1 | Submit date：2023/08/03
Consensus Sparsity  Image Analysis  L∞-norm  Matrix Variate  Sparsity  
Sparsity-Induced Graph Convolutional Network for Semisupervised Learning Journal article
Zhou, Jianhang, Zeng, Shaoning, Zhang, Bob. Sparsity-Induced Graph Convolutional Network for Semisupervised Learning[J]. IEEE Transactions on Artificial Intelligence, 2021, 2(6), 549-564.
Authors:  Zhou, Jianhang;  Zeng, Shaoning;  Zhang, Bob
Favorite | TC[Scopus]:12
Sparsity-induced Graph Convolutional Network for Semi-supervised Learning Journal article
Zhou, J., Zeng, S., Zhang, B.. Sparsity-induced Graph Convolutional Network for Semi-supervised Learning[J]. IEEE Transactions on Artificial Intelligence, 2021, 1-15.
Authors:  Zhou, J.;  Zeng, S.;  Zhang, B.
Favorite | TC[Scopus]:12 | Submit date：2022/07/13
Graph Representation  Graph Convolutional Networks  Semi-supervised Learning  L0-norm  Sparsity  
Parameter Space Reduction Based L2-norm Noise Constrained Estimation for Image Restoration Conference paper
Guan, Yu, Gan, Min, Chen, Guang Yong. Parameter Space Reduction Based L2-norm Noise Constrained Estimation for Image Restoration[C], 2020, 189-194.
Authors:  Guan, Yu;  Gan, Min;  Chen, Guang Yong
Favorite | TC[Scopus]:0 | Submit date：2021/12/06
Gradient Projection (Gp)  Image Restoration  L2-norm Noise Constrained Estimation  Variable Projection (Vp)  
Cascaded Form Sparse FIR Filter Design Journal article
Chen, Wangqian, Huang, Mo, Ye, Wenbin, Lou, Xin. Cascaded Form Sparse FIR Filter Design[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2020, 67(5), 1692-1703.
Authors:  Chen, Wangqian;  Huang, Mo;  Ye, Wenbin;  Lou, Xin
Favorite | TC[WOS]:7 TC[Scopus]:8  IF:5.2/4.5 | Submit date：2021/10/28
Sparse Filter Design  Cascaded Form  L0-norm Minimization  Forth-and-back Search.  
Intelligent Localization of a High-Speed Train Using LSSVM and the Online Sparse Optimization Approach Journal article
Cheng, Ruijun, Song, Yongduan, Chen, Dewang, Chen, Long. Intelligent Localization of a High-Speed Train Using LSSVM and the Online Sparse Optimization Approach[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2017, 18(8), 2071-2084.
Authors:  Cheng, Ruijun;  Song, Yongduan;  Chen, Dewang;  Chen, Long
Favorite | TC[WOS]:23 TC[Scopus]:29  IF:7.9/8.3 | Submit date：2018/10/30
High-speed Train  Location Error  Lssvm  Online Sparse Optimization  Iterative Pruning Error Minimization  L-0-norm Minimization  
An adaptive regularization method for sparse representation Journal article
Xu B., Guo P., Chen C.L.P.. An adaptive regularization method for sparse representation[J]. Integrated Computer-Aided Engineering, 2014, 21(1), 91-100.
Authors:  Xu B.;  Guo P.;  Chen C.L.P.
Favorite | TC[WOS]:6 TC[Scopus]:7 | Submit date：2019/02/11
Adaptive Regularization Parameter Estimation  L1 Norm Minimization  Sparse Representation Classification