Neural-Symbolic Learning Systems by Artur S D'avila Garcez

Neural-Symbolic Learning Systems by Artur S D'avila Garcez

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Résumé

It is divided into three sections, covering the main topics of neural-symbolic integration - theoretical advances in knowledge representation and learning, knowledge extraction from trained neural networks, and inconsistency handling in neural-symbolic systems.

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Neural-Symbolic Learning Systems by Artur S D'avila Garcez

Artificial Intelligence is concerned with producing devices that help or replace human beings in their daily activities. Neural-symbolic learning systems play a central role in this task by combining, and trying to benefit from, the advantages of both the neural and symbolic paradigms of artificial intelligence. This book provides a comprehensive introduction to the field of neural-symbolic learning systems, and an invaluable overview of the latest research issues in this area. It is divided into three sections, covering the main topics of neural-symbolic integration - theoretical advances in knowledge representation and learning, knowledge extraction from trained neural networks, and inconsistency handling in neural-symbolic systems. Each section provides a balance of theory and practice, giving the results of applications using real-world problems in areas such as DNA sequence analysis, power systems fault diagnosis, and software requirements specifications. Neural-Symbolic Learning Systems will be invaluable reading for researchers and graduate students in Engineering, Computing Science, Artificial Intelligence, Machine Learning and Neurocomputing. It will also be of interest to Intelligent Systems practitioners and anyone interested in applications of hybrid artificial intelligence systems.
SKU Non disponible
ISBN 13 9781852335120
ISBN 10 1852335122
Titre Neural-Symbolic Learning Systems
Auteur Artur S D'avila Garcez
Série Perspectives In Neural Computing
État Non disponible
Type de reliure Paperback
Éditeur Springer London Ltd
Année de publication 2002-08-06
Nombre de pages 271
Note de couverture La photo du livre est présentée à titre d'illustration uniquement. La reliure, la couverture ou l'édition réelle peuvent varier.
Note Non disponible