Fairness and Accuracy in Federated Learning. - Wei Huang 037; Tianrui Li 001; Dexian Wang 001; Shengdong Du; Junbo Zhang (CoRR, 2020)

Multi-source information fusion based on rough set theory: A review. - Pengfei Zhang 016; Tianrui Li 001; Guoqiang Wang; Chuan Luo 001; Hongmei Chen 001; Junbo Zhang; Dexian Wang 001; Zeng Yu 001 (Inf. Fusion, 2021)

Fairness and accuracy in horizontal federated learning. - Wei Huang 037; Tianrui Li 001; Dexian Wang 001; Shengdong Du; Junbo Zhang; Tianqiang Huang (Inf. Sci., 2022)

Dual graph-regularized sparse concept factorization for clustering. - Dexian Wang 001; Tianrui Li 001; Ping Deng 002; Hongjun Wang 002; Pengfei Zhang 016 (Inf. Sci., 2022)

Graph Regularized Sparse Non-Negative Matrix Factorization for Clustering. - Ping Deng 002; Tianrui Li 001; Hongjun Wang 002; Dexian Wang 001; Shi-Jinn Horng; Rui Liu (IEEE Trans. Comput. Soc. Syst., 2023)

A Generalized Deep Learning Clustering Algorithm Based on Non-Negative Matrix Factorization. - Dexian Wang 001; Tianrui Li 001; Ping Deng 002; Fan Zhang 108; Wei Huang 037; Pengfei Zhang 016; Jia Liu 033 (ACM Trans. Knowl. Discov. Data, 2023)

A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering. - Dexian Wang 001; Tianrui Li 001; Ping Deng 002; Jia Liu 033; Wei Huang 037; Fan Zhang 108 (IEEE Trans. Big Data, 2023)

Multi-view clustering guided by unconstrained non-negative matrix factorization. - Ping Deng 002; Tianrui Li 001; Dexian Wang 001; Hongjun Wang 002; Hong Peng; Shi-Jinn Horng (Knowl. Based Syst., 2023)

A multi-source information fusion model for outlier detection. - Pengfei Zhang 016; Tianrui Li 001; Guoqiang Wang; Dexian Wang 001; Pei Lai; Fan Zhang 108 (Inf. Fusion, 2023)

FedCKE: Cross-Domain Knowledge Graph Embedding in Federated Learning. - Wei Huang 037; Jia Liu 033; Tianrui Li 001; Shenggong Ji; Dexian Wang 001; Tianqiang Huang (IEEE Trans. Big Data, 2023)

A Possibilistic Information Fusion-Based Unsupervised Feature Selection Method Using Information Quality Measures. - Pengfei Zhang 016; Tianrui Li 001; Zhong Yuan; Zhixuan Deng; Guoqiang Wang; Dexian Wang 001; Fan Zhang 108 (IEEE Trans. Fuzzy Syst., 2023)

A multi-view clustering algorithm based on deep semi-NMF. - Dexian Wang 001; Tianrui Li 001; Wei Huang 037; Zhipeng Luo; Ping Deng 002; Pengfei Zhang 016; Minbo Ma (Inf. Fusion, 2023)

Fast attribute reduction via inconsistent equivalence classes for large-scale data. - Guoqiang Wang; Pengfei Zhang 016; Dexian Wang 001; Hongmei Chen 001; Tianrui Li 001 (Int. J. Approx. Reason., 2023)

A Dynamic Unsupervised Feature Selection Method Based on Information Sets and Fuzzy Rough Sets. - Yuxin Zhao; Pengfei Zhang 016; Dexian Wang 001; Tianrui Li 001 (IJCRS (2), 2024)

Multimodal federated learning: Concept, methods, applications and future directions. - Wei Huang 037; Dexian Wang 001; Xiaocao Ouyang; Jihong Wan; Jia Liu 033; Tianrui Li 001 (Inf. Fusion, 2024)

A multi-scale information fusion-based multiple correlations for unsupervised attribute selection. - Pengfei Zhang 016; Dexian Wang 001; Zheng Yu 006; Yujie Zhang; Tao Jiang 014; Tianrui Li 001 (Inf. Fusion, 2024)

An autoencoder-like deep NMF representation learning algorithm for clustering. - Dexian Wang 001; Pengfei Zhang 016; Ping Deng 002; Qiao-Feng Wu; Wei Chen 141; Tao Jiang 014; Wei Huang 037; Tianrui Li 001 (Knowl. Based Syst., 2024)

DNSRF: Deep Network-based Semi-NMF Representation Framework. - Dexian Wang 001; Tianrui Li 001; Ping Deng 002; Zhipeng Luo; Pengfei Zhang 016; Keyu Liu; Wei Huang 037 (ACM Trans. Intell. Syst. Technol., 2024)

Central-peripheral nervous system activation in exoskeleton modes: A Granger causality analysis via EEG-EMG fusion. - Xiabing Zhang; Yuqin Li; Pengfei Zhang 016; Dexian Wang 001; Guang Yao; Peng Xu (Expert Syst. Appl., 2025)

I2QD: Unsupervised feature selection via information quality, quantity, and difference degree. - Pengfei Zhang 016; Yuxin Zhao; Lvhui Hu; Dexian Wang 001; Lilan Peng; Zhong Li 001; Herwig Unger; Tianrui Li 001 (Inf. Process. Manag., 2025)

Information fusion and feature selection for multi-source data utilizing Dempster-Shafer evidence theory and K-nearest neighbors. - Pengfei Zhang 016; Qinli Zhang; Jingxin Liu; Dexian Wang 001; Hua Ye; Xiabing Zhang; Tianrui Li 001 (Inf. Sci., 2025)

NDRIDC: NMF-based deep representation algorithm for incomplete data clustering. - Dexian Wang 001; Zonglin Li; Sha Yang; Tianrui Ren; Pengfei Zhang 016; Ping Deng 002; Tianrui Li 001 (Knowl. Based Syst., 2025)

ODMGIS: An Outlier Detection Method Based on Multigranularity Information Sets. - Pengfei Zhang 016; Zhaoxuan He; Dexian Wang 001; Tao Jiang 014; Baolin Li; Jia Liu 033; Wei Huang 037; Tianrui Li 001 (IEEE Trans. Fuzzy Syst., 2025)

FedMDKGE: Multi-granularity Dynamic Knowledge Graph Embedding in Federated Learning. - Wei Huang 037; Junling Chen; Dexian Wang 001; Pengfei Zhang 016; Jia Liu 033; Tianrui Li 001 (Int. J. Comput. Intell. Syst., 2025)