Backpropagation: Theory, Architectures, and Applications - download pdf or read online

By Yves Chauvin,David E. Rumelhart

ISBN-10: 080581258X

ISBN-13: 9780805812589

ISBN-10: 0805812598

ISBN-13: 9780805812596

Composed of 3 sections, this e-book provides the preferred education set of rules for neural networks: backpropagation. the 1st part offers the speculation and ideas in the back of backpropagation as visible from diversified views akin to facts, computer studying, and dynamical platforms. the second one offers a few community architectures which may be designed to compare the overall techniques of Parallel allotted Processing with backpropagation studying. ultimately, the 3rd part exhibits how those ideas should be utilized to a couple of various fields on the topic of the cognitive sciences, together with regulate, speech attractiveness, robotics, snapshot 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 suggestions. worthy to specialists within the box, it's going to even be so much precious to scholars trying to comprehend the elemental ideas of connectionist studying and to engineers desirous to upload neural networks quite often -- and backpropagation particularly -- to their set of problem-solving methods.

Show description

By Yves Chauvin,David E. Rumelhart

ISBN-10: 080581258X

ISBN-13: 9780805812589

ISBN-10: 0805812598

ISBN-13: 9780805812596

Composed of 3 sections, this e-book provides the preferred education set of rules for neural networks: backpropagation. the 1st part offers the speculation and ideas in the back of backpropagation as visible from diversified views akin to facts, computer studying, and dynamical platforms. the second one offers a few community architectures which may be designed to compare the overall techniques of Parallel allotted Processing with backpropagation studying. ultimately, the 3rd part exhibits how those ideas should be utilized to a couple of various fields on the topic of the cognitive sciences, together with regulate, speech attractiveness, robotics, snapshot 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 suggestions. worthy to specialists within the box, it's going to even be so much precious to scholars trying to comprehend the elemental ideas of connectionist studying and to engineers desirous to upload neural networks quite often -- and backpropagation particularly -- to their set of problem-solving methods.

Show description

Read Online or Download Backpropagation: Theory, Architectures, and Applications (Developments in Connectionist Theory Series) PDF

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


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