| 2023 | ICMLC | Orthogonal Universal Kernel Non-Negative Matrix Factorization with Total Variation Regularization. | Rong Zhou, Wen-Sheng Chen, Binbin Pan |
| 2021 | CIS | Class-Based Deep Non-Negative Matrix Factorization Algorithm for Facial Image Representation. | Wen-Sheng Chen, Zihao Zhan, Binbin Pan, Bo Chen |
| 2021 | CIS | A Novel Projective Nonnegative Matrix Factorization Based on Fisher Discriminant Analysis. | Zixin Lian, Wen-Sheng Chen, Binbin Pan |
| 2021 | ICIG | Supervised Non-negative Matrix Factorization Induced by Huber Loss. | Ying Huang, Wen-Sheng Chen, Binbin Pan, Bo Chen |
| 2021 | ICMLC | Deep Grouped Non-Negative Matrix Factorization Method for Image Data Representation. | Zihao Zhan, Wen-Sheng Chen, Binbin Pan, Bo Chen |
| 2020 | CIS | Kernel Non-Negative Matrix Factorization Using Self-Constructed Cosine Kernel. | Huihui Qian, Wen-Sheng Chen, Binbin Pan, Bo Chen |
| 2019 | CIS | Non-Negative Feature Extraction using Conjugate Gradient Method. | Jiawen Zhang, Wen-Sheng Chen, Binbin Pan |
| 2018 | CIS | A Novel Enhanced Nonnegative Feature Extraction Approach. | Haitao Chen, Wen-Sheng Chen, Binbin Pan, Bo Chen |
| 2017 | ICMLC | Kernel nonnegative matrix factorization with RBF kernel function for face recognition. | Wen-Sheng Chen, Xian-Kun Huang, Binbin Fan, Qian Wang, Baohua Wang |
| 2014 | CIS | A New Biclustering Algorithm for Time-Series Gene Expression Data Analysis. | Yun Xue, Zhengling Liao, Meihang Li, Jie Luo, Xiaohui Hu, Guiyin Luo, Wen-Sheng Chen |
| 2013 | CAIP | Learning Geometry-Aware Kernels in a Regularization Framework. | Binbin Pan, Wen-Sheng Chen |
| 2011 | CIS | A Novel Subspace Discriminant Locality Preserving Projections for Face Recognition. | Wei He, Wen-Sheng Chen, Bin Fang |
| 2011 | CIS | Automatic Parameter Determination Based on a Modified Discriminant Criterion for Face Recognition. | Taiquan Huang, Wen-Sheng Chen |
| 2010 | CIS | DST Feature Based Locality Preserving Projections for Face Recognition. | Wei Wang, Wen-Sheng Chen |
| 2009 | ICASSP | Interpolatory Mercer kernel construction for kernel direct LDA on face recognition. | Wen-Sheng Chen, Pong Chi Yuen |
| 2008 | CIS | Kernel Subspace LDA with Self-Constructed Mercer Kernel for Face Recognition. | Xuehui Xie, Wen-Sheng Chen, Bo Chen, Hui Liu |
| 2008 | ICNC | Image Restoration Based on Fourth-Order PDE Model. | Bo Chen, Wen-Sheng Chen, Liwei Zhang |
| 2006 | CIS | Subspace KDA Algorithm for Non-linear Feature Extraction in Face Identification. | Wen-Sheng Chen, Pong Chi Yuen, Jian-Huang Lai |
| 2006 | ICPR | A Modified Non-negative Matrix Factorization Algorithm for Face Recognition. | Yun Xue, Chong Sze Tong, Wen-Sheng Chen, Weipeng Zhang |
| 2005 | ACII | A Novel Regularized Fisher Discriminant Method for Face Recognition Based on Subspace and Rank Lifting Scheme. | Wen-Sheng Chen, Pong Chi Yuen, Jian Huang, Jian-Huang Lai, Jianliang Tang |