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

Hrycej, Tomas

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).

Details zur Ausgabe

• 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; ; Krügerweg 1; Trebbin; Brandenburg; 14959; Deutschland