Discrete correntropy-based multi-view anchor-graph clustering

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Ben Yang, Jinghan Wu, Xuetao Zhang, Xinhu Zheng, Feiping Nie, Badong Chen

Published: 2024, Last Modified: 17 Apr 2025Inf. Fusion 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A new discrete correntropy-based multi-view anchor-graph clustering (DCMAC) model is proposed.•A novel half-quadratic-based coordinate descent algorithm is proposed to solve the DCMAC model.•To handle single-view clustering instances, DCMAC is extended to a single-view form named DCAC.•Numerous experiments demonstrate the outstanding effectiveness and robustness of DCMAC.