Evaluating Explanations : A Content Theory

Language: English

Published by Taylor & Francis Ltd (Sales) Apr 1992, 1992

0805810641 / 9780805810646

Series: Book 6 of 8 - Artificial Intelligence Series

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Neuware - 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.…

Seller Inventory # 9780805810646

Title
Evaluating Explanations : A Content Theory
Author
David B Leake
Publisher
Taylor & Francis Ltd (Sales) Apr 1992
Publication year
1992
Condition
Neu
Binding
Buch
Language
English
ISBN 10
0805810641
ISBN 13
9780805810646
Item weight
522 grams
Dimensions
231x152x20 mm
Series
Book 6 of 8: Artificial Intelligence Series

AHA-BUCH GmbH

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