Adaptive graph-based discriminative nonnegative matrix factorization for image clustering. - Ying Zhang; Xiangli Li; Mengxue Jia (Signal Process. Image Commun., 2021)

Semi-supervised nonnegative matrix factorization with pairwise constraints for image clustering. - Ying Zhang; Xiangli Li; Mengxue Jia (Int. J. Mach. Learn. Cybern., 2022)

An algorithm of non-negative matrix factorization with the nearest neighbor after per-treatments. - Mengxue Jia; Xiangli Li; Ying Zhang (Multim. Tools Appl., 2023)

An algorithm of nonnegative matrix factorization under structure constraints for image clustering. - Mengxue Jia; Xiangli Li; Ying Zhang (Neural Comput. Appl., 2023)

Auto weighted robust dual graph nonnegative matrix factorization for multiview clustering. - Mengxue Jia; Sanyang Liu; Yiguang Bai (Appl. Soft Comput., 2023)

A Joint Sparse Self-Representation Learning Method for Multiview Clustering. - Mengxue Jia; Zhihua Allen-Zhao; You Zhao; Sanyang Liu (CoRR, 2025)