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Partitional Clustering via Nonsmooth Optimization

Clustering via Optimization

Specificaties
Gebonden, blz. | Engels
Springer International Publishing | e druk, 2020
ISBN13: 9783030378257
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Juridisch :
Springer International Publishing e druk, 2020 9783030378257
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Samenvatting

This book describes optimization models of clustering problems and clustering algorithms based on optimization techniques, including their implementation, evaluation, and applications. The book gives a comprehensive and detailed description of optimization approaches for solving clustering problems; the authors' emphasis on clustering algorithms is based on deterministic methods of optimization. The book also includes results on real-time clustering algorithms based on optimization techniques, addresses implementation issues of these clustering algorithms, and discusses new challenges arising from big data. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to the field and it is well suited for practitioners already familiar with the basics of optimization.

Specificaties

ISBN13:9783030378257
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing

Inhoudsopgave

<p>Introduction.- Introduction to Clustering.- Clustering Algorithms.- Nonsmooth Optimization Models in Cluster Analysis.- Nonsmooth Optimization.- Optimization based Clustering Algorithms.- Implementation and Numerical Results.- Conclusion.</p>

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        Partitional Clustering via Nonsmooth Optimization