Models of Neural Networks III: Association, Generalization, and Representation (Physics of Neural Networks) : Association, Generalization, and Representation
Language: English
Published by SPRINGER NATURE, 1995
- Hardcover
- Used
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: Used - Fine
£ 97.34
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Add to basketItem description from seller
Gebraucht - Sehr gut SG -leichte Beschädigungen oder Verschmutzungen, ungelesenes Mängelexemplar, gestempelt - One of the most challenging and fascinating problems of the theory of neural nets is that of asymptotic behavior, of how a system behaves as time proceeds. This is of particular relevance to many practical applications. Here we focus on association, generalization, and representation. We turn to the last topic first. The introductory chapter, 'Global Analysis of Recurrent Neural Net works,' by Andreas Herz presents an in-depth analysis of how to construct a Lyapunov function for various types of dynamics and neural coding. It includes a review of the recent work with John Hopfield on integrate-and fire neurons with local interactions. The chapter, 'Receptive Fields and Maps in the Visual Cortex: Models of Ocular Dominance and Orientation Columns' by Ken Miller, explains how the primary visual cortex may asymptotically gain its specific structure through a self-organization process based on Hebbian learning. His argu ment since has been shown to be rather susceptible to generalization.…
Seller Inventory # INF1000503840
- Title
- Models of Neural Networks III: Association, Generalization, and Representation (Physics of Neural Networks) : Association, Generalization, and Representation
- Author
- Eytan Domany
- Publisher
- SPRINGER NATURE
- Publication year
- 1995
- Condition
- Sehr gut
- Binding
- Gebundene Ausgabe
- Language
- English
- ISBN 10
- 0387943684
- ISBN 13
- 9780387943688
- Item weight
- 633 grams
- Dimensions
- 241x161x25 mm
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