Download E-books Computational Architectures Integrating Neural And Symbolic Processes: A Perspective on the State of the Art PDF

By Ron Sun (auth.), Ron Sun, Lawrence A. Bookman (eds.)

Computational Architectures Integrating Neural and Symbolic Processes:A standpoint at the country of the Art specializes in a at the moment rising physique of study. With the reemergence of neural networks within the Nineteen Eighties with their emphasis on overcoming the various obstacles of symbolic AI, there's truly 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 projects, e.g. language figuring out and customary feel reasoning, appear to require high-level symbolic features. How those functions are discovered in connectionist networks is a tough query and it constitutes the point of interest of this ebook.
Computational Architectures Integrating Neural and Symbolic Processes addresses the underlying architectural facets of the combination of neural and symbolic approaches. which will supply a foundation for a deeper knowing of present divergent ways and supply perception for additional advancements during this box, this ebook offers: (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 comparable to cognitive technological know-how, synthetic intelligence, computing device technology, cognitive psychology, and neurocomputing, in protecting updated with the most recent learn developments. it's a complete, in-depth advent to this new rising box.