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Metaheuristics for Machine Learning

Softcover - 9789811938900
181,89 €
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Hardcover - 9789811938870
181,89 €

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Weitere Formate

Hardcover - 9789811938870
181,89 €

Beschreibung

Using metaheuristics to enhance machine learning techniques has become trendy and has achieved major successes in both supervised (classification and regression) and unsupervised (clustering and rule mining) problems. Furthermore, automatically generating programs via metaheuristics, as a form of evolutionary computation and swarm intelligence, has now gained widespread popularity. This book investigates different ways of integrating metaheuristics into machine learning techniques, from both theoretical and practical standpoints. It explores how metaheuristics can be adapted in order to enhance machine learning tools and presents an overview of the main metaheuristic programming methods. Moreover, real-world applications are provided for illustration, e.g., in clustering, big data, machine health monitoring, underwater sonar targets, and banking.

New Advances and Tools

New Advances and Tools

Details

Verlag Springer Singapore
Ersterscheinung 15. März 2024
Maße 23.5 cm x 15.5 cm
Gewicht 371 Gramm
Format Softcover
ISBN-13 9789811938900
Seiten 223

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