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On Clustering Validation Techniques
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Spatial Clustering for Data Mining with Genetic Algorithms
Spatial Clustering for Data Mining with Genetic Algorithms
Graph-based hierarchical conceptual clustering
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Pattern Recognition Letters
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Four-layer framework for combinatorial optimization problems domain
Advances in Engineering Software
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In the paper, new modified agglomerative algorithms for hierarchical clustering are suggested. The clustering process is targeted to generating a cluster hierarchy which can contain the same items in different clusters. The algorithms are based on the following additional operations: (i) building an ordinal item pair proximity ('distance') including the usage of multicriteria approaches; (ii) integration of several item pair at each stage of the algorithms; and (iii) inclusion of the same items into different integrated item pairs/clusters. The suggested modifications above are significant from the viewpoints of practice, e.g., design of systems architecture for engineering and computer systems.