Learning and Categorization in Modular Neural Networks - Brossura

Murre, Jacob M.J. J.

 
9780805813388: Learning and Categorization in Modular Neural Networks
Brossura
ISBN 10: 0805813381 ISBN 13: 9780805813388
Casa editrice: Psychology Press, 1992

Sinossi

This book introduces a new neural network model called CALM, for categorization and learning in neural networks. The author demonstrates how this model can learn the word superiority effect for letter recognition, and discusses a series of studies that simulate experiments in implicit and explicit memory, involving normal and amnesic patients. Pathological, but psychologically accurate, behavior is produced by "lesioning" the arousal system of these models. A concise introduction to genetic algorithms, a new computing method based on the biological metaphor of evolution, and a demonstration on how these algorithms can design network architectures with superior performance are included in this volume.

The role of modularity in parallel hardware and software implementations is considered, including transputer networks and a dedicated 400-processor neurocomputer built by the developers of CALM in cooperation with Delft Technical University. Concluding with an evaluation of the psychological and biological plausibility of CALM models, the book offers a general discussion of catastrophic interference, generalization, and representational capacity of modular neural networks. Researchers in cognitive science, neuroscience, computer simulation sciences, parallel computer architectures, and pattern recognition will be interested in this volume, as well as anyone engaged in the study of neural networks, neurocomputers, and neurosimulators.

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Informazioni sull?autore

Authored by Murre, Jacob M.J.

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Editore
Psychology Press
Data di pubblicazione
1992
Lingua
Inglese
ISBN 10 
0805813381
ISBN 13 
9780805813388
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
256
Contatto del produttore
non disponibile
Persona responsabile
gpsr@libri.de
gpsr@libri.de

Friedensallee 273
Hamburg
22763
Germania

Altre edizioni note dello stesso titolo

9780805813371: Learning and Categorization in Modular Neural Networks

Edizione in evidenza

ISBN 10:  0805813373 ISBN 13:  9780805813371
Casa editrice: Psychology Press, 1992
Rilegato