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Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification (Sixth-Generation Computer Technology Series) - Hardcover

Hrycej, Tomas

 
9780471571544: Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification (Sixth-Generation Computer Technology Series)
Hardcover
ISBN 10: 0471571547 ISBN 13: 9780471571544
Verlag: John Wiley & Sons Inc, 1992

Inhaltsangabe

Provides evidence that modular learning is helpful in improving learning performance. Numerous approaches were tested including decomposition of learning into modules using various learning types (supervised and unsupervised learning); decomposition of the mapping to be represented (linear and nonlinear parts); decomposition of the neural network to minimize harmful interaction during learning; decomposition of the application task into subtasks that are learned separately; and decomposition into a knowledge-based part and a learning part. These methods were tested on two ``benchmark'' cases--a medical classification problem (7,200 cases of thyroid disorder) and a handwritten digits classification problem (20,000 cases).

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Verlag
John Wiley & Sons Inc
Erscheinungsdatum
1992
Sprache
Englisch
ISBN 10 
0471571547
ISBN 13 
9780471571544
Einband
Gebundene Ausgabe
Anzahl der Seiten
235
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Buchpark GmbH
gpsr@buchpark.de

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Trebbin
Brandenburg
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Deutschland