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By Judea Pearl

ISBN-10: 0201055945

ISBN-13: 9780201055948

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The organization of behavior; Wiley, New York. J. (1982). "Neural networks and physical systems with emergent collective computational abilities," Proc. of the National Academy of Sciences, USA, 79, 2554-2558. , and Tank, D. (1986). "Computing with neural circuits: A model," Science, 233, 625-633. Hopfield, J. J. (May, 1984), "Neurons with graded response have collective computa­ tional properties like those of two-state neurons," Proc. Nat'l. Acad. Sci. USA, 81, 3088-3092. James, W. (1890). Psychology, Holt, New York, Chapter XVI, 253-279.

The result of simulated neural network systems may be context adjusted information which represents the most appropriate input. The major advantage to parallel systems is speed. Certain supercomputers, noted for their fast computational abilities, accomplish this speed by using parallel processors. Problems, which can be broken into separate subproblems, are handled by separate parallel processors and can be solved more quickly than when handled by serial computers. Animals, including humans, can solve some complex problems much faster than our fastest electronic computers.

1990). "Higher-ordered and intraconnected bidirectional associative memories," preprint. IEEE Trans, on Systems, Man, and Cybernetics, 637-653. P. and Desimone, R. (1988). "Behavioral neurophysiology: Insights into seeing and grasping," Science, 242, p. 736-741. NEURAL NETWORK STRUCTURES: FORM FOLLOWS FUNCTION Alianna J. 0 OVERVIEW The primary method used to accomplish different tasks using neural networks is to develop the appropriate structures. Throughout this chapter, network structure is related to network function.

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Heuristics: Intelligent Search Strategies for Computer Problem Solving by Judea Pearl


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