Evaluating Explanations: A Content Theory - Couverture souple

Leake, David B.

Couverture souple

ISBN 10 : 1138969168 ISBN 13 : 9781138969162

Editeur : Psychology Press Ltd, 2016

Synopsis

Psychology and philosophy have long studied the nature and role of explanation. More recently, artificial intelligence research has developed promising theories of how explanation facilitates learning and generalization. By using explanations to guide learning, explanation-based methods allow reliable learning of new concepts in complex situations, often from observing a single example.

The author of this volume, however, argues that explanation-based learning research has neglected key issues in explanation construction and evaluation. By examining the issues in the context of a story understanding system that explains novel events in news stories, the author shows that the standard assumptions do not apply to complex real-world domains. An alternative theory is presented, one that demonstrates that context -- involving both explainer beliefs and goals -- is crucial in deciding an explanation's goodness and that a theory of the possible contexts can be used to determine which explanations are appropriate. This important view is demonstrated with examples of the performance of ACCEPTER, a computer system for story understanding, anomaly detection, and explanation evaluation.

A propos du livre

À propos de l'auteur

Authored by Leake, David B.

Détails de l'édition

• Éditeur: Psychology Press Ltd
• Date d'édition: 2016
• Langue: anglais
• ISBN 10: 1138969168
• ISBN 13: 9781138969162
• Reliure: Broché
• Nombre de pages: 274
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible