Publications

Multi-view subspace clustering via simultaneously learning the representation tensor and affinity matrix
Yongyong Chen, X Xiao, Y Zhou.
Pattern Recognition 106, 107441.

Hyperspectral Image Denoising by Total Variation-Regularized Bilinear Factorization
Yongyong Chen, Jiaxue Li a, Yicong Zhou.
Signal Processing, 107645.

Graph-regularized least squares regression for multi-view subspace clustering
Yongyong Chen, S Wang, F Zheng, C Yigang.
Knowledge-Based Systems.

Jointly learning kernel representation tensor and affinity matrix for multi-view clustering
Yongyong Chen, X Xiao, Y Zhou.
IEEE Transactions on Multimedia.

Low-Rank Quaternion Approximation for Color Image Processing [code]
Yongyong Chen, X Xiao, Y Zhou.
IEEE Transactions on Image Processing.

Prior Knowledge Regularized Multiview Self-Representation and Its Applications
X Xiao, Yongyong Chen, YJ Gong, Y Zhou.
IEEE Transactions on Neural Networks and Learning Systems.

Two-Dimensional Quaternion Sparse Discriminant Analysis
X Xiao, Yongyong Chen, YJ Gong, Y Zhou.
IEEE Transactions on Image Processing.

Tensor Nuclear Norm-Based Low-Rank Approximation With Total Variation Regularization
Yongyong Chen, S Wang, Y Zhou.
IEEE Journal of Selected Topics in Signal Processing 12 (6).

Multi-view Clustering via Simultaneously Learning Graph Regularized Low-Rank Tensor Representation and Affinity Matrix
Yongyong Chen, X Xiao, Y Zhou.
2019 IEEE International Conference on Multimedia and Expo (ICME).

Denoising of Hyperspectral Images Using Nonconvex Low Rank Matrix Approximation [code]
Yongyong Chen, Y Guo, Y Wang, D Wang, C Peng, G He.
IEEE Transactions on Geoscience and Remote Sensing 55 (9), 5366-5380.

Augmented Lagrangian alternating direction method for low-rank
Yongyong Chen, Y Wang, M Li, G He.
Signal, Image and Video Processing 11 (7), 1271-1278.

Robust Principal Component Analysis with Matrix Factorization
Yongyong Chen, Y Zhou.
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Total Variation Regularized Low-rank Tensor Approximation for Color Image Denoising
Yongyong Chen and Yicong Zhou.
2018 IEEE International Conference on Systems, Man, and Cybernetics.

Denoising of Hyperspectral Image Using Low-Rank Matrix Factorization.pdf
F Xu, Yongyong Chen, C Peng, Y Wang, X Liu, G He.
IEEE Geoscience and Remote Sensing Letters 14 (7), 1141 - 1145.

Dynamic Magnetic Resonance Imaging via Nonconvex Low-Rank Matrix Approximation
F Xu, J Han, Y Wang, M Chen, Yongyong Chen, G He, Y Hu.
IEEE Access 5, 1958-1966.

Image Projection Ridge Regression for Subspace Clustering
C Peng, Z Kang, F Xu, Yongyong Chen, Q Cheng.
IEEE Signal Processing Letters 24 (7), 991-995.

Robust principal component analysis A factorization-based approach with linear complexity
C Peng, Yongyong Chen, Z Kang, C Chen, Q Cheng.
Information Sciences 513, 581-599.