Read e-book online Backpropagation: Theory, Architectures, and Applications PDF

By Yves Chauvin,David E. Rumelhart

ISBN-10: 080581258X

ISBN-13: 9780805812589

ISBN-10: 0805812598

ISBN-13: 9780805812596

Composed of 3 sections, this publication provides the preferred education set of rules for neural networks: backpropagation. the 1st part offers the idea and rules in the back of backpropagation as obvious from assorted views reminiscent of facts, computer studying, and dynamical structures. the second one offers a couple of community architectures which may be designed to compare the final suggestions of Parallel disbursed Processing with backpropagation studying. ultimately, the 3rd part indicates how those ideas might be utilized to a couple of assorted fields regarding the cognitive sciences, together with keep watch over, speech popularity, robotics, photograph processing, and cognitive psychology. the amount is designed to supply either an outstanding theoretical beginning and a suite of examples that convey the flexibility of the thoughts. necessary to specialists within the box, it may even be so much precious to scholars trying to comprehend the fundamental rules of connectionist studying and to engineers desirous to upload neural networks mostly -- and backpropagation specifically -- to their set of problem-solving methods.

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Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series) by Yves Chauvin,David E. Rumelhart


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