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9781558602373

Case-Based Reasoning

by
  • ISBN13:

    9781558602373

  • ISBN10:

    1558602372

  • Format: Paperback
  • Copyright: 1993-11-01
  • Publisher: Elsevier Science Ltd

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Supplemental Materials

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Summary

Case-based reasoning is one of the fastest growing areas in the field of knowledge-based systems and this book, authored by a leader in the field, is the first comprehensive text on the subject. Case-based reasoning systems are systems that store information about situations in their memory. As new problems arise, similar situations are searched out to help solve these problems. Problems are understood and inferences are made by finding the closest cases in memory, comparing and contrasting the problem with those cases, making inferences based on those comparisons, and asking questions when inferences can't be made. This book presents the state of the art in case-based reasoning. The author synthesizes and analyzes a broad range of approaches, with special emphasis on applying case-based reasoning to complex real-world problem-solving tasks such as medical diagnosis, design, conflict resolution, and planning. The author's approach combines cognitive science and engineering, and is based on analysis of both expert and common-sense tasks. Guidelines for building case-based expert systems are provided, such as how to represent knowledge in cases, how to index cases for accessibility, how to implement retrieval processes for efficiency, and how to adapt old solutions to fit new situations. This book is an excellent text for courses and tutorials on case-based reasoning. It is also a useful resource for computer professionals and cognitive scientists interested in learning more about this fast-growing field.

Table of Contents

What is Case-Based Reasoning?
Case Studies of Several Case-Based Reasoners
Reasoning Using Cases
The Cognitive Model
Representing Cases
Indexing Vocabulary
Methods for Index Selection
Organizational Structures and Retrieval Algorithms
Matching and Ranking Cases
Indexing and Retrieval
Adaptation Methods and Strategies
Controlling Adaptation
Using Cases for Interpretation and Evaluation
Using Cases: Some Additional Issues
Building a Case-Based Reasoner
Conclusions, Opportunities, Challenges
Table of Contents provided by Publisher. All Rights Reserved.

Supplemental Materials

What is included with this book?

The New copy of this book will include any supplemental materials advertised. Please check the title of the book to determine if it should include any access cards, study guides, lab manuals, CDs, etc.

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