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RPCA-induced self-representation for subspace clustering Journal article
Neurocomputing, 2021,Volume: 437,Page: 249-260
Authors:  Zhong,Guo;  Pun,Chi Man
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Low-rank recovery  Robust principal component analysis  Self-representation  Subspace clustering  
A new nonlocal means based framework for mixed noise removal Journal article
Neurocomputing, 2021,Volume: 431,Page: 57-68
Authors:  Jiang,Jielin;  Yang,Kang;  Yang,Jian;  Yang,Zhi Xin;  Chen,Yadang;  Luo,Lei
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Convolutional neural network  Gradient regularization  Low rank approximation  Mixed noise removal  Nonlocal self-similarity  
Non-probabilistic uncertainty quantification for dynamic characterization functions using complex ratio interval arithmetic operation of multidimensional parallelepiped model Journal article
Mechanical Systems and Signal Processing, 2021,Volume: 156
Authors:  Meng-Yun Zhao;  Wang-Ji Yan;  Ka-Veng Yuen;  Michael Beer
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Frequency Response Function  Transmissibility  Interval Analysis  Complex Interval Division  Parallelepiped Model  Structural Health Monitoring  
Consensus guided incomplete multi-view spectral clustering Journal article
Neural Networks, 2021,Volume: 133,Page: 207-219
Authors:  Wen,Jie;  Sun,Huijie;  Fei,Lunke;  Li,Jinxing;  Zhang,Zheng;  Zhang,Bob
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Co-regularization  Incomplete Multi-view Clustering  Manifold Learning  Spectral Clustering  
Similarity and diversity induced paired projection for cross-modal retrieval Journal article
Information Sciences, 2020,Volume: 539,Page: 215-228
Authors:  Li,Jinxing;  Li,Mu;  Lu,Guangming;  Zhang,Bob;  Yin,Hongpeng;  Zhang,David
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Cross-modal  Diversity  Pair Projection  Similarity  
Learning double weights via data augmentation for robust sparse and collaborative representation-based classification Journal article
Multimedia Tools and Applications, 2020,Volume: 79,Issue: 29-30,Page: 20617-20638
Authors:  Zeng,Shaoning;  Zhang,Bob;  Gou,Jianping
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Augmentation  Image Classification  Regularization  Sparse Representation  
Dual sparse learning via data augmentation for robust facial image classification Journal article
International Journal of Machine Learning and Cybernetics, 2020,Volume: 11,Issue: 8,Page: 1717-1734
Authors:  Zeng,Shaoning;  Zhang,Bob;  Zhang,Yanghao;  Gou,Jianping
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Dictionary Learning  Image Classification  L1 Regularization  Sparse Representation  
Nonnegative self-representation with a fixed rank constraint for subspace clustering Journal article
Information Sciences, 2020,Volume: 518,Page: 127-141
Authors:  Zhong,Guo;  Pun,Chi Man
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Graph clustering  Least squares regression  Nonnegative representation  Subspace clustering  
Discriminant and Sparsity Based Least Squares Regression with l1 Regularization for Feature Representation Conference paper
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Barcelona, Spain, 4-8 May 2020
Authors:  Zhao,Shuping;  Zhang,Bob;  Li,Shuyi
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Feature Representation  Image Classification  Least Squares Regression  
Subspace clustering by simultaneously feature selection and similarity learning Journal article
Knowledge-Based Systems, 2020,Volume: 193
Authors:  Zhong,Guo;  Pun,Chi Man
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Affinity matrix  Feature selection  Graph learning  Similarity learning  Subspace clustering