E-Book, Englisch, 244 Seiten, Web PDF
ISBN: 978-1-4832-6713-5
Verlag: Elsevier Science & Techn.
Format: PDF
Kopierschutz: 1 - PDF Watermark
Autoren/Hrsg.
Weitere Infos & Material
1;Front Cover;1
2;Exemplar-Based Knowledge Acquisition: A Unified Approach to Concept Representation, Classification, and Learning;4
3;Copyright Page;5
4;Table of Contents;8
5;Dedication;5
6;Editor's Note;6
7;Acknowledgments;10
8;Preface;12
9;Chapter 1. Introduction;14
9.1;1.1 Preliminaries;14
9.2;1.2 The Goal of this Research;15
9.3;1.3 Constraints on Concept Learning;15
9.4;1.4 Protos: A Unified Approach;17
9.5;1.5 Evaluation of the Protos Approach;19
9.6;1.6 Introduction to Related Research;20
9.7;1.7 A Guide to this Book;21
10;Chapter 2. An Overview of the Protos Approach;22
10.1;2.1 The Knowledge Representation;23
10.2;2.2 The Classification Procedure;26
10.3;2.3 The Learning Procedures;31
10.4;2.4 Summary;38
11;Chapter 3. The Design of the Protos System;40
11.1;3.1 The Knowledge Representation;40
11.2;3.2 The Classification Procedure;49
11.3;3.3 The Learning Procedures;57
12;Chapter 4. Evaluation of Protos;68
12.1;4.1 Learning Audiological Diagnosis;68
12.2;4.2 Examples of Protos in Action;71
12.3;4.3 Experimental Evaluation of Protos;94
12.4;4.4 Discussion of the Experimental Results;106
13;Chapter 5. Related Research;108
13.1;5.1 Case-Based Reasoning;108
13.2;5.2 Automated Knowledge Acquisition;122
14;Chapter 6. Contributions and Future Work;138
14.1;6.1 Contributions;138
14.2;6.2 Future Work;143
14.3;6.3 A Final Word;144
15;Appendix A: Human Concept Representation;146
16;Appendix B: Protos' Category Structure;150
17;Appendix C: Protos' Explanation Language;154
18;Appendix D: Explanation Heuristics;158
19;Appendix E: The Experimental Questionnaire;164
20;Glossary of Protos Terminology;166
21;Glossary of Audiological Terminology;170
22;Bibliography;172
23;Index;180
24;Perspectives in Artificial Intelligence;184