Achim G. Hoffmann
Paradigms of Artificial Intelligence
A Methodological and Computational Analysis
Paperback Engels 1998 1998e druk 9789813083974
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Samenvatting
This book presents a new methodological analysis of two competing research paradigms of artificial intelligence and cognitive science-the symbolic versus the connectionist paradigms. Providing an accessible introduction to the fundamentals of both paradigms, the book derives new objectives for future research that will help to integrate aspects of both areas to obtain more powerful AI techniques and to promote a deeper understanding of cognition.
Specificaties
ISBN13:9789813083974
Taal:Engels
Bindwijze:paperback
Aantal pagina's:332
Uitgever:Springer Nature Singapore
Druk:1998
Hoofdrubriek:Automatisering algemeen, Computer en informatica
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Inhoudsopgave
Preface.- Introduction.- <B>The Symbolic Paradigm:</B> Foundations of the Symbolic Paradigm. Knowledge Representation and Reasoning. Knowledge-Based Systems - Expert Systems. Symbolic Learning. Summary of the Symbolic Paradigm. <B>The</B> <B>Connectionist</B> <B> Paradigm:</B> Foundations of the Connectionist Paradigm. Connectionist Computing Models. Integrating Symbols into Connectionist Models. Summary of the Connectionist Paradigm.- <B>Methodological Analysis of the two</B> <B>Paradigms:</B> Formal Foundations. Levels of Description. The Notion of 'Symbols'. Computational Limitations of Connectionist Computing Models. Methodological Discussion. Non-Factual Knowledge. Conclusions.- Appendix.
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