Neural-Symbolic Cognitive Reasoning

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74,89 

Cognitive Technologies

ISBN: 3642092292
ISBN 13: 9783642092299
Autor: D’Avila Garcez, Artur S/Lamb, Luís C/Gabbay, Dov M
Verlag: Springer Verlag GmbH
Umfang: xiv, 198 S., 53 s/w Illustr., 198 p. 53 illus.
Erscheinungsdatum: 18.11.2010
Auflage: 1/2010
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 1129152 Kategorie:

Beschreibung

Humans are often extraordinary at performing practical reasoning. There are cases where the human computer, slow as it is, is faster than any artificial intelligence system. Are we faster because of the way we perceive knowledge as opposed to the way we represent it? The authors address this question by presenting neural network models that integrate the two most fundamental phenomena of cognition: our ability to learn from experience, and our ability to reason from what has been learned. This book is the first to offer a self-contained presentation of neural network models for a number of computer science logics, including modal, temporal, and epistemic logics, by using a graphical presentation. It explains neural networks using a sound, neural-symbolic integration methodology, and it focuses on the benefits of integrating effective robust learning with expressive reasoning capability.

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