Neural-Symbolic Cognitive Reasoning

Artur S. D'Avila Garcez, Luís C. Lamb, Dov M. Gabbay

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English

Springer-Verlag Berlin and Heidelberg GmbH & Co. K
22 October 2008

Neural networks & fuzzy systems

Series: Cognitive Technologies

Summary
Details

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 through a sound neural-symbolic integration methodology, and it focuses on the benefits of integrating effective robust learning with expressive reasoning capabilities.

The book will be invaluable reading for academic researchers, graduate students, and senior undergraduates in computer science, artificial intelligence, machine learning, cognitive science and engineering. It will also be of interest to computational logicians, and professional specialists on applications of cognitive, hybrid and artificial intelligence systems.

By: Artur S. D'Avila Garcez, Luís C. Lamb, Dov M. Gabbay
Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Country of Publication: Germany
Edition: 2009 ed.
Dimensions: Height: 235mm, Width: 155mm, Spine: 12mm
Weight: 489g
ISBN: 9783540732457
ISBN 10: 3540732454
Series: Cognitive Technologies
Pages: 198
Publication Date: 22 October 2008
Audience: College/higher education , Professional and scholarly , Professional & Vocational , A / AS level , Further / Higher Education
Format: Hardback
Publisher's Status: Active

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Neural-Symbolic Cognitive Reasoning

Artur S. D'Avila Garcez, Luís C. Lamb, Dov M. Gabbay

$214.95 $171.85

Hardback

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