Limitations and future trends in neural computation / / edited by Sergey Ablameyko ... [et al.]
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| Titolo: |
Limitations and future trends in neural computation / / edited by Sergey Ablameyko ... [et al.]
|
| Pubblicazione: | Amsterdam ; ; Burke, VA, : IOS Press |
| Tokyo, : Ohmsha, c2003 | |
| Edizione: | 1st ed. |
| Descrizione fisica: | 1 online resource (256 p.) |
| Disciplina: | 006.3/2 |
| Soggetto topico: | Neural networks (Computer science) |
| Neural computers | |
| Altri autori: |
AblameykoSergey <1956->
|
| Note generali: | "Published in cooperation with NATO Scientific Affairs Division." |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | 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 |
| Chapter 8. The Curse of Dimensionality and the Blessing of Multiply Hybrid Networks Chapter 9. A Kind of Neural Computing Goes Practical: TeraOPS, Stored Programmable, Analog-and-Logic Visual Microprocessors - a Review; Chapter 10. On Pattern Formation in Cellular Neural Networks; Chapter 11. Reliability of Man-System Interaction and Theory of Neural Networks Operations; Chapter 12. From Neural Networks to Intelligent Systems: Selected Aspects of Training, Application and Evolution; Author Index | |
| Sommario/riassunto: | 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. |
| Titolo autorizzato: | Limitations and future trends in neural computation |
| ISBN: | 1-280-50587-7 |
| 9786610505876 | |
| 1-4175-1150-8 | |
| 600-00-0478-8 | |
| 1-60129-443-3 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910814306903321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
NATO science series. : Series III, . -Computer and systems sciences ; ; v. 186.