Metaheuristics for Machine Learning: New Advances and Tools
Mansour Eddaly, Bassem Jarboui, Patrick Siarry
ISBN 10: 981193889X ISBN 13: 9789811938894
Editore: Springer 2023-03-14, 2023
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Codice articolo 6666-GRD-9789811938894
Riassunto:
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.
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Titolo: Metaheuristics for Machine Learning: New ...
Casa editrice: Springer 2023-03-14
Data di pubblicazione: 2023
Legatura: Paperback
Condizione: New