An Information-Theoretic Approach to Neural Computing - download pdf or read online

By Gustavo Deco,Dragan Obradovic

ISBN-10: 0387946667

ISBN-13: 9780387946665

an in depth formula of neural networks from the information-theoretic standpoint. The authors express how this angle presents new insights into the layout idea of neural networks. particularly they exhibit how those tools will be utilized to the themes of supervised and unsupervised studying, together with characteristic extraction, linear and non-linear self sustaining part research, and Boltzmann machines. Readers are assumed to have a simple figuring out of neural networks, yet the entire correct innovations from info thought are rigorously brought and defined. for this reason, readers from diversified clinical disciplines, particularly cognitive scientists, engineers, physicists, statisticians, and desktop scientists, will locate this an exceptionally worthwhile advent to this topic.

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Read e-book online An Information-Theoretic Approach to Neural Computing PDF

An in depth formula of neural networks from the information-theoretic point of view. The authors convey how this attitude offers new insights into the layout thought of neural networks. particularly they exhibit how those equipment could be utilized to the subjects of supervised and unsupervised studying, together with function extraction, linear and non-linear autonomous part research, and Boltzmann machines.

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An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing) by Gustavo Deco,Dragan Obradovic


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