Creating A Memory of Causal Relationships - Couverture rigide

Pazzani, Michael J.

Couverture rigide

ISBN 10 : 0805806296 ISBN 13 : 9780805806298

Editeur : Psychology Press, 1990

Synopsis

This book presents a theory of learning new causal relationships by making use of perceived regularities in the environment, general knowledge of causality, and existing causal knowledge. Integrating ideas from the psychology of causation and machine learning, the author introduces a new learning procedure called theory-driven learning that uses abstract knowledge of causality to guide the induction process.

Known as OCCAM, the system uses theory-driven learning when new experiences conform to common patterns of causal relationships, empirical learning to learn from novel experiences, and explanation-based learning when there is sufficient existing knowledge to explain why a new outcome occurred. Together these learning methods construct a hierarchical organized memory of causal relationships. As such, OCCAM is the first learning system with the ability to acquire, via empirical learning, the background knowledge required for explanation-based learning.

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A propos du livre

À propos de l?auteur

Michael J. Pazzani

Détails de l'édition

• Éditeur: Psychology Press
• Date d'édition: 1990
• Langue: anglais
• ISBN 10: 0805806296
• ISBN 13: 9780805806298
• Reliure: Relié
• Nombre de pages: 360
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible