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Low-rank quaternion matrix completion based on approximate quaternion SVD and sparse regularizer Journal article
Han, Juan, Yang, Liqiao, Kou, Kit Ian, Miao, Jifei, Liu, Lizhi. Low-rank quaternion matrix completion based on approximate quaternion SVD and sparse regularizer[J]. Applied Mathematics and Computation, 2025, 491, 129230.
Authors:  Han, Juan;  Yang, Liqiao;  Kou, Kit Ian;  Miao, Jifei;  Liu, Lizhi
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:3.5/3.1 | Submit date：2025/01/22
Image Completion  Low Rank  Quaternion Matrix  Quaternion Qr Decomposition  Sparse Representation  
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  
Tensor Learning Meets Dynamic Anchor Learning: From Complete to Incomplete Multiview Clustering Journal article
Chen,Yongyong, Zhao,Xiaojia, Zhang,Zheng, Liu,Youfa, Su,Jingyong, Zhou,Yicong. Tensor Learning Meets Dynamic Anchor Learning: From Complete to Incomplete Multiview Clustering[J]. IEEE Transactions on Neural Networks and Learning Systems, 2024, 35(11), 15332-15345.
Authors:  Chen,Yongyong;  Zhao,Xiaojia;  Zhang,Zheng;  Liu,Youfa;  Su,Jingyong; et al.
Favorite | TC[WOS]:5 TC[Scopus]:6  IF:10.2/10.4 | Submit date：2023/08/03
Bipartite Graph  Bipartite Graph Learning (Bgl)  Correlation  Excavation  Incomplete Multiview Clustering (Imvc)  Kernel  Low-rank Tensor Learning  Multiview Clustering (Mvc)  Optimization  Task Analysis  Tensors  
Quaternion optimized model with sparseness for color image recovery Journal article
Liqiao Yang, Yang Liu, Kit Ian Kou. Quaternion optimized model with sparseness for color image recovery[J]. Digital Signal Processing, 2024, 156.
Authors:  Liqiao Yang;  Yang Liu;  Kit Ian Kou
Adobe PDF | Favorite | TC[WOS]:1 TC[Scopus]:1  IF:2.9/2.9 | Submit date：2024/09/27
Image Completion  Low Rank  Quaternion Discrete Cosine Transform  Quaternion Matrix  Sparsity  Truncated Nuclear Norm  
Efficient quaternion CUR method for low-rank approximation to quaternion matrix Journal article
Pengling Wu, Kit Ian Kou, Hongmin Cai, Zhaoyuan Yu. Efficient quaternion CUR method for low-rank approximation to quaternion matrix[J]. Numerical Algorithms, 2024.
Authors:  Pengling Wu;  Kit Ian Kou;  Hongmin Cai;  Zhaoyuan Yu
Adobe PDF | Favorite | TC[WOS]:0 TC[Scopus]:0  IF:1.7/1.9 | Submit date：2024/08/20
Quaternion Matrix  Quaternion Cur Decomposition  Low-rank Approximation  Color Image Processing  
Dual low-rank structure embedding for robust visual information processing Journal article
Zhou, Jianhang, Zhang, Hengmin, Li, Shuyi, Zhang, Bob, Fang, Leyuan, Zhang, David. Dual low-rank structure embedding for robust visual information processing[J]. Knowledge-Based Systems, 2024, 296, 111821.
Authors:  Zhou, Jianhang;  Zhang, Hengmin;  Li, Shuyi;  Zhang, Bob;  Fang, Leyuan; et al.
Favorite | TC[WOS]:0 TC[Scopus]:1  IF:7.2/7.4 | Submit date：2024/05/16
Low Rank  Structure Embedding  Bayesian Inference  Visual Information Processing  
Comprehensive Multisource Learning Network for Cross-Subject Multimodal Emotion Recognition Journal article
Chen, Chuangquan, Li, Zhencheng, Kou, Kit Ian, Du, Jie, Li, Chen, Wang, Hongtao, Vong, Chi Man. Comprehensive Multisource Learning Network for Cross-Subject Multimodal Emotion Recognition[J]. IEEE Transactions on Emerging Topics in Computational Intelligence, 2024.
Authors:  Chen, Chuangquan;  Li, Zhencheng;  Kou, Kit Ian;  Du, Jie;  Li, Chen; et al.
Favorite | TC[WOS]:0 TC[Scopus]:1  IF:5.3/5.7 | Submit date：2024/08/05
Multisource Learning  Multimodal Emotion Recognition  Cross-subject  Low-rank Multimodal Fusion  Domain Generalization  
Exploring casual effects and shared molecular mechanism between psoriasis and liver cancer through Mendelian randomization and comprehensive bioinformatic analyses Journal article
Ran, Maoxin, Sha, Ou, Tam, Kin Yip. Exploring casual effects and shared molecular mechanism between psoriasis and liver cancer through Mendelian randomization and comprehensive bioinformatic analyses[J]. Computational Biology and Chemistry, 2024, 110, 108089.
Authors:  Ran, Maoxin;  Sha, Ou;  Tam, Kin Yip
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:2.6/2.6 | Submit date：2024/05/16
Causal Relationship  Gene Signature  Liver Cancer  Psoriasis  Rank Conservation  Shared Molecular Mechanism  
Statistical guaranteed noisy tensor recovery by fusing low-rankness on all orientations in frequency–original domains Journal article
Li, Xiangrui, Wei, Dongxu, Hu, Xiyuan, Zhang, Liming, Ding, Weiping, Tang, Zhenmin. Statistical guaranteed noisy tensor recovery by fusing low-rankness on all orientations in frequency–original domains[J]. Information Fusion, 2024, 106, 102262.
Authors:  Li, Xiangrui;  Wei, Dongxu;  Hu, Xiyuan;  Zhang, Liming;  Ding, Weiping; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:14.7/16.1 | Submit date：2024/05/16
Frequency–original Domain Fusion  Low Rank  Orientation Fusion  Statistical Performance  Tensor Recovery  
Tensorized Multi-View Low-Rank Approximation Based Robust Hand-Print Recognition Journal article
Zhao, Shuping, Fei, Lunke, Zhang, Bob, Wen, Jie, Zhao, Pengyang. Tensorized Multi-View Low-Rank Approximation Based Robust Hand-Print Recognition[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 33, 3328-3340.
Authors:  Zhao, Shuping;  Fei, Lunke;  Zhang, Bob;  Wen, Jie;  Zhao, Pengyang
Favorite | TC[WOS]:0 TC[Scopus]:1  IF:10.8/12.1 | Submit date：2024/06/05
Consensus Representation  Low-rank Tensor Sub-space Learning  Multi-view Learning  Robust Hand-print Recognition