Low-Rank Tensor Based Proximity Learning for Multi-View Clustering

• Published in: IEEE transactions on knowledge and data engineering Vol. 35; no. 5; pp. 5076 - 5090
• Main Authors: Chen, Man-Sheng, Wang, Chang-Dong, Lai, Jian-Huang
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.05.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: adaptive confidences; Affinity; Clustering; Clustering methods; consensus indicator; Correlation; Data structures; Kernel; Knowledge representation; Learning; low-rank tensor representation; Mathematical analysis; Multi-view clustering; Semantics; Sparse matrices; Tensors

Graph-oriented multi-view clustering methods have achieved impressive performances by employing relationships and complex structures hidden in multi-view data. However, most of them still suffer from the following two common problems. (1) They target at studying a common representation or pairwise c...