DCSR: Deep clustering under similarity and reconstruction constraints

• Published in: Neurocomputing (Amsterdam) Vol. 411; pp. 216 - 228
• Main Authors: Yu, Lei, Wang, Wei
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 21.10.2020
• Subjects: Adaptive siamese loss; Clustering; Reconstruction loss; Clustering; Reconstruction loss; Adaptive siamese loss
• ISSN: 0925-2312; 1872-8286
• DOI: 10.1016/j.neucom.2020.06.013

Clustering is a difficult but crucial task in pattern recognition and machine learning. Inherently, clustering methods are always subject to the uncertainty of similarities between samples. To weaken the impact of such uncertainty, we develop Deep Clustering with both Adaptive Siamese Loss (ASL) and...