Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control Volume 1
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Form:Einzelkauf Download
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Sprache:Englisch
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Verlag:Springer Nature Switzerland
Fr. 225.90
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Produktdetails
Format
Kopierschutz
Nein
Family Sharing
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Erscheinungsdatum
11.11.2024
Verlag
Springer Nature SwitzerlandSeitenzahl
312 (Printausgabe)
Dateigröße
16208 KB
Sprache
Englisch
EAN
9783031740138
This book delves into fundamental and advanced strategies for enhancing evolutionary and metaheuristic algorithms, focusing on the crucial balance between exploration and exploitation in search mechanisms. As technological advancements increase optimization complexity, effectively managing this balance becomes essential for achieving optimal solutions within reasonable computational resources. The book's distinctive structure organizes content according to optimization stages and processes, offering a comprehensive discussion of various approaches supported by extensive literature.
The authors note a scarcity of literature addressing the trade-offs between exploration and exploitation with contemporary references, making this work particularly valuable. It aims to deepen the reader's understanding of evolutionary computing, emphasizing exploration, exploitation, and parameter control. It is relevant not only to algorithm developers and the evolutionary computation community but also to students and researchers across scientific disciplines. The book is designed to be accessible to those without extensive algorithm development backgrounds, providing theoretical and practical insights into optimization methods.
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