Title
Synergetic information bottleneck for joint multi-view and ensemble clustering
Abstract
•Joint multi-view and ensemble clustering derives a novel clustering scheme SIB.•An extensional MI is formulated for the similarity between features and clusterings.•A novel optimization method is proposed and proven to ensure the convergence of SIB.•The effectiveness of SIB is verified on multiple challenging and practical tasks.
Year
DOI
Venue
2020
10.1016/j.inffus.2019.10.006
Information Fusion
Keywords
Field
DocType
Multi-view clustering,Ensemble clustering,Information bottleneck,Mutual information
Data information,Finite set,Pattern recognition,Source data,Artificial intelligence,Mutual information,Information bottleneck method,Partition (number theory),Cluster analysis,Maximization,Mathematics
Journal
Volume
ISSN
Citations 
56
1566-2535
3
PageRank 
References 
Authors
0.39
0
4
Name
Order
Citations
PageRank
Xiaoqiang Yan1205.35
Yangdong Ye211829.64
Xueying Qiu351.08
Hui Yu412821.50