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Connectionism and the Mind: Parallel Processing, Dynamics and Evolution in Networks

Bechtel, William Abrahamsen, Adele

9780631207122 - Connectionism and the Mind: Parallel Processing, Dynamics and Evolution in Networks
2e hands

Artikelomschrijving

Connectionism and the Mind provides a clear and balanced introduction to connectionist networks and explores their theoretical and philosophical implications. As in the first edition, the first few chapters focus on network architecture and offer an accessible treatment of the equations that govern learning and the propagation of activation, including a glossary for reference. The reader is walked step-by-step through such tasks as memory retrieval and prototype formation. The middle chapters pursue the implications of connectionisms focus on pattern recognition and completion as fundamental to cognition. Some proponents of connectionism have emphasized these functions to the point of rejecting any role for linguistically structured representations and rules, resulting in heated debates with advocates of symbol processing accounts of cognition. The coverage of this controversy has been updated and augmented by a new chapter on modular networks. Finally, three new chapters discuss the relation of connectionism to three emerging research programs: dynamical systems theory, artificial life, and cognitive neuroscience.

Specificaties

Auteur Bechtel, William Abrahamsen, Adele
ISBN/EAN 9780631207122
Druk 2
€ 145,19 € 161,32
Verwachte bezorgdatum: 16-10

Artikelomschrijving

Connectionism and the Mind provides a clear and balanced introduction to connectionist networks and explores their theoretical and philosophical implications. As in the first edition, the first few chapters focus on network architecture and offer an accessible treatment of the equations that govern learning and the propagation of activation, including a glossary for reference. The reader is walked step-by-step through such tasks as memory retrieval and prototype formation. The middle chapters pursue the implications of connectionisms focus on pattern recognition and completion as fundamental to cognition. Some proponents of connectionism have emphasized these functions to the point of rejecting any role for linguistically structured representations and rules, resulting in heated debates with advocates of symbol processing accounts of cognition. The coverage of this controversy has been updated and augmented by a new chapter on modular networks. Finally, three new chapters discuss the relation of connectionism to three emerging research programs: dynamical systems theory, artificial life, and cognitive neuroscience.

Specificaties

Auteur Bechtel, William Abrahamsen, Adele
ISBN/EAN 9780631207122
Druk 2