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Case-Based Reasoning: A Textbook

Case-Based Reasoning: A Textbook

Authors
Publisher Springer, Berlin
Year
Pages 546
Version paperback
Language English
ISBN 9783662523773
Categories Artificial intelligence
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Book description

This book presents case-based reasoning in a systematic approach with two goals: to present rigorous and formally valid structures for precise case-based reasoning, and to demonstrate the range of techniques, methods, and tools available for many applications.

Case-Based Reasoning: A Textbook

Table of contents

Part I - Basics and Preliminaries.- Chap. 1 - Introduction.- Chap. 2 - Basic CBR Elements.- Chap. 3 - Extended View.- Chap. 4 - Application Examples.- Part II - Core Methods.- Chap. 5 - Case Representations.- Chap. 6 - Basic Similarity Topics.- Chap. 7 - Complex Similarity Topics.- Chap. 8 - Retrieval.- Chap. 9 - Adaptation.- Chap. 10 - Evaluation, Revisions, and Learning.- Chap. 11 - Development and Maintenance.- Part III - Advanced Elements.- Chap. 12 - Advanced CBR Elements.- Chap. 13 - Advanced Similarity Topics.- Chap. 14 - Advanced Retrieval.- Chap. 15 - Uncertainty.- Chap. 16 - Probabilities.- Part IV - Complex Knowledge Sources.- Chap. 17 - Textual CBR.- Chap. 18 - Images.- Chap. 19 - Sensor Data and Speech.- Chap. 20 - Conversational CBR.- Chap. 21 - Knowledge Management.- Part V - Appendices.- Chap. 22 - Basic Formal Definitions and Methods.- Chap. 23 - Relations and Comparisons with Other Techniques.

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