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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  
Data-driven geotechnical site recognition using machine learning and sparse representation Journal article
Guan, Zheng, Wang, Yu, Phoon, Kok Kwang. Data-driven geotechnical site recognition using machine learning and sparse representation[J]. Engineering Geology, 2025, 346.
Authors:  Guan, Zheng;  Wang, Yu;  Phoon, Kok Kwang
Favorite | TC[Scopus]:0  IF:6.9/7.6 | Submit date：2025/01/22
Geotechnical Site Characterization  Spatial Variability  Site Recognition  Sparse Representation  Proper Orthogonal Decomposition  
Fusion of sparse non-co-located measurements from multiple sources for geotechnical site investigation Journal article
Guan, Zheng, Wang, Yu, Phoon, Kok Kwang. Fusion of sparse non-co-located measurements from multiple sources for geotechnical site investigation[J]. Canadian Geotechnical Journal, 2024, 61(8), 1574-1592.
Authors:  Guan, Zheng;  Wang, Yu;  Phoon, Kok Kwang
Favorite | TC[WOS]:4 TC[Scopus]:5  IF:3.0/3.9 | Submit date：2024/09/03
Compressive Sampling  Data Fusion  Geotechnical Site Characterization  Joint Representation  Sparse Data  
A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification Journal article
Cheng, Chunbo, Zhang, Liming, Li, Hong, Cui, Wenjing, Gao, Junbin, Cun, Yuxiao. A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 5521416.
Authors:  Cheng, Chunbo;  Zhang, Liming;  Li, Hong;  Cui, Wenjing;  Gao, Junbin; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/08/05
Convolutional Neural Network (Cnn)  Deep High-order Tensor Sparse Representation (Sr)  Deep Learning  Graph-based Learning (Gsl)  Hyperspectral Image (Hsi) Classification  
Multilayer Stacked Evolving Fuzzy System Combined With Compressed Representation Learning Journal article
Huang, Hui, Rong, Hai Jun, Yang, Zhao Xu, Vong, Chi Man. Multilayer Stacked Evolving Fuzzy System Combined With Compressed Representation Learning[J]. IEEE Transactions on Fuzzy Systems, 2024, 32(4), 2223-2234.
Authors:  Huang, Hui;  Rong, Hai Jun;  Yang, Zhao Xu;  Vong, Chi Man
Favorite | TC[WOS]:2 TC[Scopus]:2  IF:10.7/9.7 | Submit date：2024/05/02
Evolving Fuzzy System (Efs)  Representation Learning  Stacked Autoencoder  Very Sparse Random Projection  
The sparse representation related with fractional heat equations Journal article
Qu, Wei, Qian, Tao, Leong, Ieng Tak, Li, Pengtao. The sparse representation related with fractional heat equations[J]. Acta Mathematica Scientia, 2024, 44(2), 567-582.
Authors:  Qu, Wei;  Qian, Tao;  Leong, Ieng Tak;  Li, Pengtao
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:1.2/1.1 | Submit date：2024/04/02
Approximation To The Identity  Reproducing Kernel Hilbert Space  Dictionary  Sparse Representation  Fractional Heat Equations  
Adaptive reweighted quaternion sparse learning for data recovery and classification Journal article
Zou,Cuiming, Kou,Kit Ian, Tang,Yuan Yan, Deng,Hao. Adaptive reweighted quaternion sparse learning for data recovery and classification[J]. Pattern Recognition, 2023, 142, 109653.
Authors:  Zou,Cuiming;  Kou,Kit Ian;  Tang,Yuan Yan;  Deng,Hao
Favorite | TC[WOS]:2 TC[Scopus]:2  IF:7.5/7.6 | Submit date：2023/08/03
Quaternion Sparse Representation  Supervised Learning  Weight Learning  
Deep Parameterized Neural Networks for Hyperspectral Image Denoising Journal article
Xiong, Fengchao, Zhou, Jun, Zhou, Jiantao, Lu, Jianfeng, Qian, Yuntao. Deep Parameterized Neural Networks for Hyperspectral Image Denoising[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61, 5525015.
Authors:  Xiong, Fengchao;  Zhou, Jun;  Zhou, Jiantao;  Lu, Jianfeng;  Qian, Yuntao
Favorite | TC[WOS]:4 TC[Scopus]:7  IF:7.5/7.6 | Submit date：2024/02/22
Convolutional Neural Networks  Hyperspectral Image (Hsi) Denoising  Learning To Optimize (L2o)  Sparse Representation (Sr)  
Multitask Sparse Representation Model-Inspired Network for Hyperspectral Image Denoising Journal article
Fengchao Xiong, Jiantao Zhou, Jun Zhou, Jianfeng Lu, Yuntao Qian. Multitask Sparse Representation Model-Inspired Network for Hyperspectral Image Denoising[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61.
Authors:  Fengchao Xiong;  Jiantao Zhou;  Jun Zhou;  Jianfeng Lu;  Yuntao Qian
Favorite | TC[WOS]:9 TC[Scopus]:9  IF:7.5/7.6 | Submit date：2023/08/28
Deep Unfolding  Hyperspectral Image (Hsi) Denoising  Multitask Learning  Sparse Representation (Sr)  
Data-driven simulation of two-dimensional cross-correlated random fields from limited measurements using joint sparse representation Journal article
Guan,Zheng, Wang,Yu. Data-driven simulation of two-dimensional cross-correlated random fields from limited measurements using joint sparse representation[J]. Reliability Engineering and System Safety, 2023, 238, 109408.
Authors:  Guan,Zheng;  Wang,Yu
Favorite | TC[WOS]:8 TC[Scopus]:9  IF:9.4/8.1 | Submit date：2023/08/03
Compressive Sampling  Cross-correlation  Joint Representation  Random Fields  Sparse Measurements