A clustering ensemble: two-level-refined co-association matrix with path-based transformation

DOI10.1016/j.patcog.2015.02.014zbMath1395.62179OpenAlexW2028899393MaRDI QIDQ1669599

Jingsheng Lei, Caiming Zhong, Xiaodong Yue, Zehua Zhang

Publication date: 3 September 2018

Published in: Pattern Recognition (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.patcog.2015.02.014

zbMATH Keywords

clusteringcluster ensemblesco-association matrixpath-based measure

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30)

Related Items (8)

Consensus rate-based label propagation for semi-supervised classification ⋮ Cluster ensembles: a survey of approaches with recent extensions and applications ⋮ Ensemble clustering based on weighted co-association matrices: error bound and convergence properties ⋮ Multigranulation information fusion: a Dempster-Shafer evidence theory-based clustering ensemble method ⋮ Reliability-based fuzzy clustering ensemble ⋮ Weighted co-association rate-based Laplacian regularized label description for semi-supervised regression ⋮ Clustering ensemble based on sample's stability ⋮ An ensemble feature ranking algorithm for clustering analysis

Uses Software

• UCI-ml
• clusfind

Cites Work

• Unnamed Item
• A fast minimum spanning tree algorithm based on \(K\)-means
• Combining multiple clusterings using similarity graph
• Hybrid cluster ensemble framework based on the random combination of data transformation operators
• Ensemble clustering by means of clustering embedding in vector spaces
• On voting-based consensus of cluster ensembles
• Weighted partition consensus via kernels
• Clustering aggregation by probability accumulation
• Cluster-wise assessment of cluster stability
• Probabilistic consensus clustering using evidence accumulation
• Iterative shrinking method for clustering problems
• Robust path-based spectral clustering
• A statistical model of cluster stability
• Finding Groups in Data
• 10.1162/153244303321897735
• Learning Similarities from Examples Under the Evidence Accumulation Clustering Paradigm

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