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

By Gustavo Deco,Dragan Obradovic

a close formula of neural networks from the information-theoretic point of view. The authors exhibit how this attitude offers new insights into the layout idea of neural networks. specifically they reveal how those equipment could be utilized to the themes of supervised and unsupervised studying, together with function extraction, linear and non-linear self sustaining part research, and Boltzmann machines. Readers are assumed to have a simple realizing of neural networks, yet all of the proper techniques from details thought are rigorously brought and defined. as a result, readers from various medical disciplines, significantly cognitive scientists, engineers, physicists, statisticians, and machine scientists, will locate this an incredibly necessary creation to this topic.

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

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