Understanding and enhancement of internal clustering validation indexes for categorical data

DOI10.3390/A11110177zbMath1461.62095OpenAlexW2899383080MaRDI QIDQ1712024

Xuedong Gao, Minghan Yang

Publication date: 21 January 2019

Published in: Algorithms (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.3390/a11110177

zbMATH Keywords

clusteringmachine learningcategorical datainternal clustering validation index

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Pattern recognition, speech recognition (68T10)

Uses Software

• clusterCrit
• clustervalidation
• COOLCAT

Cites Work

• A Mathematical Theory of Communication
• Model-based evaluation of clustering validation measures
• Using well-structured transition systems to decide divergence for catalytic P systems
• Application of data mining in computer security.
• Cluster validity functions for categorical data: a solution-space perspective
• Improving CLOPE's profit value and stability with an optimized agglomerative approach
• An algorithm for information structuring and retrieval
• On clustering validation techniques
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