Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification - Rilegato

Hrycej, Tomas

 
9780471571544: Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification
Rilegato
ISBN 10: 0471571547 ISBN 13: 9780471571544
Casa editrice: Wiley-Interscience, 1992

Sinossi

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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Product Description

Book by Hrycej Tomas

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Editore
Wiley-Interscience
Data di pubblicazione
1992
Lingua
Inglese
ISBN 10 
0471571547
ISBN 13 
9780471571544
Rilegatura
Copertina rigida
Numero di pagine
235
Contatto del produttore
non disponibile
Persona responsabile
non disponibile