Neural Networks and Qualitative Physics: A Viability Approach - Brossura

Aubin, Jean-Pierre

Brossura

ISBN 10: 1107402840 ISBN 13: 9781107402843

Casa editrice: Cambridge University Press, 2011

Riassunto

This book is devoted to some mathematical methods that arise in two domains of artificial intelligence: neural networks and qualitative physics.

Su questo libro

Descrizione del libro

This book is devoted to some mathematical methods that arise in two domains of artificial intelligence: neural networks and qualitative physics. Professor Aubin makes use of control and viability theory in neural networks and cognitive systems, and set-valued analysis that plays a crucial role in qualitative analysis and simulation.

Contenuti

1. Neural networks: a control approach; 2. Pseudo-inverses and tensor products; 3. Associative memories; 4. The gradient method; 5. Nonlinear neural networks; 6. External learning algorithm of feedback controls; 7. Internal learning algorithm of feedback controls; 8. Learning processes of cognitive systems; 9. Qualitative analysis of static problems; 10. Dynamical qualitative simulation.

Dettagli dell'edizione

• Editore: Cambridge University Press
• Data di pubblicazione: 2011
• Lingua: Inglese
• ISBN 10: 1107402840
• ISBN 13: 9781107402843
• Rilegatura: Copertina flessibile
• Numero di pagine: 302
• Contatto del produttore: non disponibile
• Persona responsabile: Avery; https://www.avery.fr/; ; chemin des peupliers 27; Dardilly; Francia