Partitional Clustering via Nonsmooth Optimization

Partitional Clustering via Nonsmooth Optimization

Clustering via Optimization

Karmitsa, Napsu; Taheri, Sona; Bagirov, Adil

Springer International Publishing AG

01/2025

403

Dura

9783031765117

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Introduction.- Introduction to Clustering.- Clustering Algorithms.- Nonsmooth Optimization Models in Cluster Analysis.- Nonsmooth Optimization.- Optimization based Clustering Algorithms.- Implementation and Numerical Results.- Conclusion.
Optimization models of clustering problems;Clustering with different similarity measures;Clustering in very large data sets;Real-time clustering algorithms;Heuristic clustering algorithms;Clustering algorithms based on metaheuristics;Nonsmooth optimization based clustering algorithms;Global optimization based clustering algorithms;Visualization of clustering results;Application of clustering algorithms