Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control : Volume 1 / / by Abdul Hanif Abdul Halim, Swagatam Das, Idris Ismail

• Autore: Abdul Halim Abdul Hanif
• Pubblicazione: Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024
• Edizione: 1st ed. 2024.
• Descrizione fisica: 1 online resource (330 pages)
• Disciplina: 006.3823
• Soggetto topico: Computational intelligence; Artificial intelligence; Computational Intelligence; Artificial Intelligence
• Persona (resp. second.): DasSwagatam; IsmailIdris
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: Algorithm initialization categories and assessment -- Fundamental Tradeoffs between exploration and exploitation search mechanisms -- Distributions and Functions Driven.
• Sommario/riassunto: This book delves into fundamental and advanced strategies for enhancing evolutionary and metaheuristic algorithms, focusing on the vital balance between exploration and exploitation search mechanisms. As technological advancements increase optimization complexity, effectively managing this balance becomes crucial for achieving optimal solutions within reasonable computational resources. The book's distinctive structure organizes content according to optimization stages, offering a comprehensive discussion of various approaches supported by extensive literature.
• Titolo autorizzato: Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control
• ISBN: 9783031740138; 3031740130
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910906192303321
• Lo trovi qui: Univ. Federico II
• Serie: Emergence, Complexity and Computation, . 2194-7295 ; ; 50