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Limitations and future trends in neural computation

Author: Sergey Ablameyko
Publisher: Amsterdam ; Burke, VA : IOS Press ; Tokyo : Ohmsha, ©2003.
Series: NATO science series., Series III,, Computer and systems sciences ;, v. 186.
Edition/Format:   Print book : Conference publication : EnglishView all editions and formats
Summary:

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  Read more...

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Genre/Form: Conference papers and proceedings
Congresses
Material Type: Conference publication, Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Sergey Ablameyko
ISBN: 1586033247 9781586033248 4274905810 9784274905810
OCLC Number: 52602397
Notes: "Published in cooperation with NATO Scientific Affairs Division."
Description: ix, 245 pages : illustrations ; 25 cm.
Contents: 1. Continuous problem solving and computational suspiciousness --
2. The complexity of computing with continuous time devices --
3. Energy-based computation with symmetric hopfield nets --
4. Computational complexity and the elusiveness of global optima --
5. Impact of neural networks on signal processing and communications --
6. From clustering data to traveling as a salesman: Empirical risk approximation as a learning theory --
7. Learning high-dimensional data --
8. The curse of dimensionality and the blessing of multiply hybrid networks --
9. A kind of neural computing goes practical: TeraOPS, stored programmable, analog-and-logic visual microprocessors: A review --
10. On pattern formation in cellular neural networks --
11. Reliability of man-system interaction and theory of neural networks operations --
12. From neural networks to intelligent systems: Selected aspects of training, application and evolution.
Series Title: NATO science series., Series III,, Computer and systems sciences ;, v. 186.
Responsibility: edited by Sergey Ablameyko [and others].
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