ENGLISH

Metaheuristics for Machine Learning: New Advances and Tools

By Mansour Eddaly; Bassem Jarboui; Patrick Siarry

Book information

Publisher
Springer Nature
Year
2023
ISBN
9789811938887, 9789811938870, 9811938881
Language
english
Format
EPUB
Filesize
13 MB (13460194 bytes)
Pages
231\0
Library
SoftArchive
Time added
2023-06-15 19:29:30

Description

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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