Unsupervised and Semi-Supervised Learning : Clustering via Optimization - Adil Bagirov

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Unsupervised and Semi-Supervised Learning

Clustering via Optimization

By: Adil Bagirov, Sona Taheri, Napsu Karmitsa

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Hardcover | 17 January 2025 | Edition Number 2

At a Glance

Hardcover
416 Pages

Dimensions(cm)
23.5 x 15.5 x 2.39

Hardcover

$229.00

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This updated 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 very large data and data with noise and outliers. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to the ?eld and it is well suited for practitioners already familiar with the basics of optimization.

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