Model-based evaluation of clustering validation measures

DOI10.1016/j.patcog.2006.06.026zbMath1118.68132OpenAlexW2117059686MaRDI QIDQ856438

Chao Sima, Jianping Hua, Edward R. Dougherty, Brent Carroll, Edward Suh, James Lowey, Marcel Brun

Publication date: 7 December 2006

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

Full work available at URL: https://doi.org/10.1016/j.patcog.2006.06.026

zbMATH Keywords

clustering algorithmsclustering errorsvalidation indices

Mathematics Subject Classification ID

Pattern recognition, speech recognition (68T10)

Related Items (7)

Compound Objects Comparators in Application to Similarity Detection and Object Recognition ⋮ Understanding the adjusted Rand index and other partition comparison indices based on counting object pairs ⋮ Clustering daily patterns of human activities in the city ⋮ Understanding and enhancement of internal clustering validation indexes for categorical data ⋮ Supervised clustering of label ranking data using label preference information ⋮ Hierarchical time series clustering on tail dependence with linkage based on a multivariate copula approach ⋮ Suboptimal comparison of partitions

Uses Software

• mclust

Cites Work

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• Cluster validation techniques for genome expression data
• A probabilistic theory of clustering
• MCLUST: Software for model-based cluster analysis
• A Resampling Approach to Cluster Validation
• Model-Based Clustering, Discriminant Analysis, and Density Estimation
• EPISTEMOLOGY OF COMPUTATIONAL BIOLOGY: MATHEMATICAL MODELS AND EXPERIMENTAL PREDICTION AS THE BASIS OF THEIR VALIDITY
• Admissible clustering procedures
• Self-organizing maps.
• On clustering validation techniques

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