Cluster ensembles: a survey of approaches with recent extensions and applications

DOI10.1016/j.cosrev.2018.01.003zbMath1387.68195OpenAlexW2791146007MaRDI QIDQ1750312

Natthakan Iam-On, Tossapon Boongoen

Publication date: 18 May 2018

Published in: Computer Science Review (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.cosrev.2018.01.003

zbMATH Keywords

data clusteringcluster ensembledomain-specific applicationtheoretical extension

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Research exposition (monographs, survey articles) pertaining to computer science (68-02) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)

Related Items (3)

High-dimensional clustering via random projections ⋮ Detecting cell assemblies by NMF-based clustering from calcium imaging data ⋮ Community detection in node-attributed social networks: a survey

Uses Software

• LCE
• SimRank
• clusfind
• ROCK

Cites Work

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• Bagging predictors
• A clustering ensemble framework based on elite selection of weighted clusters
• Generalized adjusted rand indices for cluster ensembles
• Combining multiple clusterings using similarity graph
• Ensemble clustering in the belief functions framework
• Correlation clustering
• Hybrid cluster ensemble framework based on the random combination of data transformation operators
• Ensemble clustering by means of clustering embedding in vector spaces
• Discriminatively regularized least-squares classification
• On voting-based consensus of cluster ensembles
• Self-organized formation of topologically correct feature maps
• Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data
• A clustering ensemble: two-level-refined co-association matrix with path-based transformation
• Ensemble clustering using factor graph
• Fuzzy \(c\)-means and cluster ensemble with random projection for big data clustering
• Cluster forests
• Metacluster-based projective clustering ensembles
• Probabilistic consensus clustering using evidence accumulation
• A clustering ensemble framework based on selection of fuzzy weighted clusters in a locally adaptive clustering algorithm
• Cluster ensemble selection based on relative validity indexes
• Algorithms for the Assignment and Transportation Problems
• A Best Possible Heuristic for the k-Center Problem
• Finding Groups in Data
• A Fast and High Quality Multilevel Scheme for Partitioning Irregular Graphs
• 10.1162/153244303321897735
• Reinterpreting the category utility function

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