Computational Architectures Integrating Neural and Symbolic by Ron Sun,Lawrence A. Bookman PDF

By Ron Sun,Lawrence A. Bookman

ISBN-10: 0792395174

ISBN-13: 9780792395171

ISBN-10: 1475783191

ISBN-13: 9781475783193

Computational Architectures Integrating Neural and Symbolic Processes: A standpoint at the kingdom of the Art specializes in a at present rising physique of study. With the reemergence of neural networks within the Eighties with their emphasis on overcoming many of the obstacles of symbolic AI, there's in actual fact a necessity to help a few kind of high-level symbolic processing in connectionist networks. As argued through many researchers, on either the symbolic AI and connectionist facets, many cognitive initiatives, e.g. language figuring out and customary feel reasoning, appear to require high-level symbolic features. How those features are discovered in connectionist networks is a tough query and it constitutes the point of interest of this publication.
Computational Architectures Integrating Neural and Symbolic Processes addresses the underlying architectural elements of the integration of neural and symbolic methods. so as to supply a foundation for a deeper realizing of current divergent ways and offer perception for extra advancements during this box, this e-book provides: (1) an exam of particular architectures (grouped jointly in accordance with their approaches), their strengths and weaknesses, why they paintings, and what they expect, and (2) a critique/comparison of those ways.
Computational Architectures Integrating Neural and Symbolic Processes is of curiosity to researchers, graduate scholars, and laymen, in components akin to cognitive technological know-how, man made intelligence, machine technological know-how, cognitive psychology, and neurocomputing, in holding updated with the latest learn developments. it's a finished, in-depth creation to this new rising box.

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Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of the Art (The Springer International Series in Engineering and Computer Science) by Ron Sun,Lawrence A. Bookman

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