Partitional Clustering via Nonsmooth Optimization (eBook, PDF)

Partitional Clustering via Nonsmooth Optimization (eBook, PDF)

Clustering via Optimization

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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 ...

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