An Approach to Combine Artificial Immune Systems and Neural Networks: A Dynamic Artificial Immune System Based on the Self-Organizing Map - Couverture souple

Schadwinkel, Stefan

Couverture souple

ISBN 10 : 3836453614 ISBN 13 : 9783836453615

Editeur : VDM Verlag Dr. Müller, 2008

Synopsis

Computational Intelligence aims at creating problem-solving strategies which are inspired by biological systems. From this approach emerged artificial neural networks, genetic algorithms and recently artificial immune systems. Comparing artificial immune systems and genetic algorithms, close computational similarities can be found. Furthermore, research showed the biological nervous and endocrine systems to be so intertwined that science now speaks of one single system, the neuroendocrine system. From this perspective, the question emerges whether the interrelations between the nervous, endocrine and immune system can yield new or more general computational systems that can be used for problem-solving as well. In the present work, an approach to combine artificial neural networks and artificial immune systems is introduced together with a biological foundation of the computational processes shared by both paradigms. On that basis, an artificial immune system that rests upon the self-organizing map is implemented and demonstrated by simulations.

A propos du livre

À propos de l?auteur

Stefan Schadwinkel, Dipl.-Inf.: Study of Computer Science with Psychology and in depth study of Artificial Intelligence at the Chemnitz University of Technology.

Détails de l'édition

• Éditeur: VDM Verlag Dr. Müller
• Date d'édition: 2008
• Langue: anglais
• ISBN 10: 3836453614
• ISBN 13: 9783836453615
• Reliure: Broché
• Nombre de pages: 176
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible