Computational Architectures Integrating Neural and Symbolic Processes

Name: Computational Architectures Integrating Neural and Symbolic Processes
Brand: Springer, Berlin
SKU: 9781475783193
Price: 1151.42 RON
Availability: InStock

A Perspective on the State of the Art

Autor: Ron Sun, Lawrence A. Bookman

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Legare: Carte broșată

Editura: Springer, Berlin

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Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of...

Informații despre carte

Autor

Ron Sun, Lawrence A. Bookman

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2013

Pagini

476

EAN

9781475783193

ISBN

1475783191

Enbook ID

02175490

Editura

Springer, Berlin

Greutate

759

Dimensiuni

155 x 235 x 26

Descriere completă

Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of the Art focuses on a currently emerging body of research. With the reemergence of neural networks in the 1980s with their emphasis on overcoming some of the limitations of symbolic AI, there is clearly a need to support some form of high-level symbolic processing in connectionist networks. As argued by many researchers, on both the symbolic AI and connectionist sides, many cognitive tasks, e.g. language understanding and common sense reasoning, seem to require high-level symbolic capabilities. How these capabilities are realized in connectionist networks is a difficult question and it constitutes the focus of this book. §Computational Architectures Integrating Neural and Symbolic Processes addresses the underlying architectural aspects of the integration of neural and symbolic processes. In order to provide a basis for a deeper understanding of existing divergent approaches and provide insight for further developments in this field, this book presents: (1) an examination of specific architectures (grouped together according to their approaches), their strengths and weaknesses, why they work, and what they predict, and (2) a critique/comparison of these approaches. §Computational Architectures Integrating Neural and Symbolic Processes is of interest to researchers, graduate students, and interested laymen, in areas such as cognitive science, artificial intelligence, computer science, cognitive psychology, and neurocomputing, in keeping up-to-date with the newest research trends. It is a comprehensive, in-depth introduction to this new emerging field. §

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Computational Architectures Integrating Neural and Symbolic Processes

A Perspective on the State of the Art

Informații despre carte

Descriere completă

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