Genetic AI: Algorithms, Theory, and Computational Evolution - Couverture souple

GERALDINE, Dr. J. MERCY; KRISHNAVENI, Dr. H.

 
9786209257704: Genetic AI: Algorithms, Theory, and Computational Evolution
Couverture souple
ISBN 10 : 6209257704 ISBN 13 : 9786209257704
Editeur : LAP LAMBERT Academic Publishing, 2025

Synopsis

Genetic AI explores how evolutionary principles shape digital intelligence. Part I traces the roots from Darwin to Turing, explaining how populations, fitness, and genotype–phenotype mappings form the conceptual core. Part II introduces the main algorithmic toolkit: Genetic Algorithms for combinatorial search, Evolution Strategies for continuous optimization, Genetic Programming for evolving code, and other paradigms including Evolutionary Programming, Differential Evolution, and multi-modal or multi-objective optimization. Part III focuses on practical applications such as neuroevolution for evolving neural networks, evolutionary robotics for adaptive embodied agents, developmental systems for generative complexity, interactive evolutionary computation driven by human preference, and quality-diversity methods enabling open-ended exploration. Part IV covers the theoretical foundations and large-scale implementations that support efficient evolutionary computation. Part V looks ahead to the future, addressing emerging capabilities and the ethical implications of self-evolving autonomous systems.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
6209257704
ISBN 13 
9786209257704
Reliure
Broché
Nombre de pages
212
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
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