03350nam 22006254a 450 991078341550332120230124182010.01-280-50587-797866105058761-4175-1150-8600-00-0478-81-60129-443-3(CKB)1000000000243929(EBL)267513(OCoLC)232157576(SSID)ssj0000192482(PQKBManifestationID)11166085(PQKBTitleCode)TC0000192482(PQKBWorkID)10187631(PQKB)10013970(MiAaPQ)EBC267513(Au-PeEL)EBL267513(CaPaEBR)ebr10116479(CaONFJC)MIL50587(EXLCZ)99100000000024392920030122d2003 uy 0engurcn|||||||||txtccrLimitations and future trends in neural computation[electronic resource] /edited by Sergey Ablameyko ... [et al.]Amsterdam ;Burke, VA IOS Press ;Tokyo Ohmshac20031 online resource (256 p.)NATO science series. Series III, Computer and systems sciences,1387-6694 ;v. 186"Published in cooperation with NATO Scientific Affairs Division."1-58603-324-7 Includes bibliographical references and index.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 DataChapter 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 IndexThis 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.NATO science series.Series III,Computer and systems sciences ;v. 186.Neural networks (Computer science)CongressesNeural computersCongressesNeural networks (Computer science)Neural computers006.3/2Ablameyko Sergey1956-1557514MiAaPQMiAaPQMiAaPQBOOK9910783415503321Limitations and future trends in neural computation3822677UNINA