Limitations and Future Trends in Neural Computation - Couverture rigide

Couverture rigide

ISBN 10 : 1586033247 ISBN 13 : 9781586033248

Editeur : IOS Press,US, 2006

Synopsis

This work reports critical analyses on complexity issues in the continuum setting and on generalization to new examples, which are two basic milestones in learning from examples in connectionist models. The problem of loading the weights of neural networks, which is often framed as continuous optimization, has been the target of many criticisms, since the potential solution of any learning problem is limited by the presence of local minimal in the error function. The notion of efficient solution needs to be formalized so as to provide useful comparisons with the traditional theory of computational complexity in the discrete setting. It also covers up-to-date developments in computational mathematics.

Détails de l'édition

• Éditeur: IOS Press,US
• Date d'édition: 2006
• Langue: anglais
• ISBN 10: 1586033247
• ISBN 13: 9781586033248
• Reliure: Relié
• Nombre de pages: 254
• Éditeur: Ablameyko S., Gori M., Goras L., Piuri V.
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible