Articles liés à Introduction to Neural and Cognitive Modeling

Introduction to Neural and Cognitive Modeling - Couverture rigide

Levine, Daniel S.

 
9780805820058: Introduction to Neural and Cognitive Modeling
Couverture rigide
ISBN 10 : 0805820051 ISBN 13 : 9780805820058
Editeur : Lawrence Erlbaum Associates Inc, 2000

Synopsis

This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value.

Features of the second edition include:
* A new section on spatiotemporal pattern processing
* Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks
* A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex
* Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation

As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems.

For more information visit the author's personal Web site at www.uta.edu/psychology/faculty/levine/

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

Présentation de l'éditeur

This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value.

Features of the second edition include:
* A new section on spatiotemporal pattern processing
* Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks
* A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex
* Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation

As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems.

For more information visit the author's personal Web site at www.uta.edu/psychology/faculty/levine/

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Lawrence Erlbaum Associates Inc
Date d'édition
2000
Langue
anglais
ISBN 10 
0805820051
ISBN 13 
9780805820058
Reliure
Relié
Numéro d'édition
2
Nombre de pages
512
Coordonnées du fabricant
non disponible
Personne responsable
non disponible