Paradigms of Artificial Intelligence
A Methodological and Computational Analysis
by Achim Hoffmann, Springer-Verlag, August 1998
ISBN 981-3083-97-2
Table of Contents
Preface
Introduction
Pt. I. The Symbolic Paradigm
Ch. 1. Foundations of the Symbolic Paradigm
Ch. 2. Knowledge Representation and Reasoning
Ch. 3. Expert Systems
Ch. 4. Symbolic Learning
Ch. 5. Summary of the Symbolic Paradigm
Pt. II. The Connectionist Paradigm
Ch. 6. Foundations of the Connectionist Paradigm
Ch. 7. Connectionist Computing Models
Ch. 8. Integrating Symbols into Connectionist Models
Ch. 9. Summary of the Connectionist Paradigm
Pt. III. Methodological Analysis of the Two Paradigms
Ch. 10. Formal Foundations
Ch. 11. Levels of Description
Ch. 12. The Notion of 'Symbols'
Ch. 13. Computational Limitations of Connectionist Architectures
Ch. 14. Methodological Discussion
Ch. 15. Non-Factual Knowledge
Ch. 16. Conclusions
App. A. More Details on Logic
App. B. Technical Details and Proofs for Chapter 13
Bibliography
Authors Index
Subject Index