Extending Explanation-Based Learning by Generalizing the Structure of Explanations

Shavlik, Jude W.

ISBN 10: 0273088173 / ISBN 13: 9780273088172

Published by Morgan Kaufmann, 1990

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Bibliographic Details

• Title: Extending Explanation-Based Learning by Generalizing the Structure of Explanations
• Publisher: Morgan Kaufmann
• Publication Date: 1990
• Language: English
• ISBN 10: 0273088173
• ISBN 13: 9780273088172
• Binding: Paperback
• Condition: Good

About this title

Synopsis

Extending Explanation-Based Learning by Generalizing the Structure of Explanations presents several fully-implemented computer systems that reflect theories of how to extend an interesting subfield of machine learning called explanation-based learning. This book discusses the need for generalizing explanation structures, relevance to research areas outside machine learning, and schema-based problem solving. The result of standard explanation-based learning, BAGGER generalization algorithm, and empirical analysis of explanation-based learning are also elaborated. This text likewise covers the effect of increased problem complexity, rule access strategies, empirical study of BAGGER2, and related work in similarity-based learning. This publication is suitable for readers interested in machine learning, especially explanation-based learning.