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BL
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| Record Number
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966447
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| Doc. No
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b720817
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| Main Entry
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NATO Advanced Research Workshop on Limitations and Future Trends in Neural Computation(2001 :, Siena, Italy)
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| Title & Author
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Limitations and future trends in neural computation /\ edited by Sergey Ablameyko [and others].
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| Publication Statement
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Amsterdam ;Burke, VA :: IOS Press ;Tokyo :: Ohmsha,, ©2003.
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| Series Statement
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NATO science series. Series III, Computer and systems sciences,; v. 186
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| Page. NO
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1 online resource (ix, 245 pages) :: illustrations
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| ISBN
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1417511508
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: 1586033247
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: 1601294433
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: 4274905810
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: 9781417511501
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: 9781586033248
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: 9781601294432
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: 9784274905810
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1586033247
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4274905810
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| Notes
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"Published in cooperation with NATO Scientific Affairs Division."
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| Bibliographies/Indexes
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Includes bibliographical references and index.
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| Contents
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Cover; Title page; Preface; Contents; Chapter 1. Continuous Problem Solving and Computational Suspiciousness; Chapter 2. The Complexity of Computing with Continuous Time Devices; Chapter 3. Energy-Based Computation with Symmetric Hopfield Nets; Chapter 4. Computational Complexity and the Elusiveness of Global Optima; Chapter 5. Impact of Neural Networks on Signal Processing and Communications; Chapter 6. From Clustering Data to Traveling as a Salesman: Empirical Risk Approximation as a Learning Theory; Chapter 7. Learning High-dimensional Data.
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| Abstract
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This work reports critical analyses on complexity issues in the continuum setting and on generalization to new examples, which are two basic milestones in learning from examples in connectionist models. It also covers up-to-date developments in computational mathematics.
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| Subject
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Neural computers, Congresses.
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| Subject
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Neural networks (Computer science), Congresses.
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| Subject
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COMPUTERS-- Neural Networks.
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| Subject
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Neural computers.
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| Subject
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Neural networks (Computer science)
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| Dewey Classification
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006.3/2
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| LC Classification
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QA76.87.N37 2001eb
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| Added Entry
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Ablameyko, Sergey,1956-
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