Separation index and partial membership for clustering

DOI10.1016/j.csda.2004.09.009zbMath1431.62270OpenAlexW2070678382MaRDI QIDQ959187

Weiliang Qiu, Joe, Harry

Publication date: 11 December 2008

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2004.09.009

zbMATH Keywords

projectionseparation indexfuzzy membershipseparating hyperplane

Mathematics Subject Classification ID

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

Related Items (8)

DESPOTA: dendrogram slicing through a pemutation test approach ⋮ sARI: a soft agreement measure for class partitions incorporating assignment probabilities ⋮ Initialization of Hidden Markov and Semi‐Markov Models: A Critical Evaluation of Several Strategies ⋮ On biological validity indices for soft clustering algorithms for gene expression data ⋮ Sparse clustering of functional data ⋮ Finite mixture models and model-based clustering ⋮ The fuzzy approach to statistical analysis ⋮ Studying Complexity of Model-based Clustering

Uses Software

• mclust
• UCI-ml
• clusfind

Cites Work

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• A Monte Carlo study of thirty internal criterion measures for cluster analysis
• Numerical taxonomy with fuzzy sets
• Class visualization of high-dimensional data with applications.
• A robust algorithm for automatic extraction of an unknown number of clusters from noisy data
• Finding Groups in Data
• A new cluster validity index for the fuzzy c-mean
• The elements of statistical learning. Data mining, inference, and prediction
• On clustering validation techniques
• A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters
• Cluster Validity with Fuzzy Sets

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