External clustering validity index based on chi-squared statistical test

DOI10.1016/J.INS.2019.02.046zbMath1454.62199OpenAlexW2915116820MaRDI QIDQ2215129

María Martínez-Ballesteros, José C. Riquelme, Jorge García-Gutiérrez, José María Luna-Romera

Publication date: 10 December 2020

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2019.02.046

zbMATH Keywords

big dataclustering analysiscomparing clustersexternal validity indices

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Hypothesis testing in multivariate analysis (62H15) Statistical aspects of big data and data science (62R07)

Related Items (3)

SEND: a novel dissimilarity metric using ensemble properties of the feature space for clustering numerical data ⋮ Clustering mixed numerical and categorical data with missing values ⋮ A new robust fuzzy clustering validity index for imbalanced data sets

Uses Software

• UCI-ml
• clustervalidation

Cites Work

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• Unsupervised learning by cluster quality optimization
• Ensemble clustering based on weighted co-association matrices: error bound and convergence properties
• A Method for Comparing Two Hierarchical Clusterings
• Learning Theory and Kernel Machines
• An experimental comparison of model-based clustering methods
• On clustering validation techniques

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