Neural nets and chaotic carriers:
Neural Nets and Chaotic Carriers develops rational principles for the design of associative memories, with a view to applying these principles to models with irregularly oscillatory operation so evident in biological neural systems, and necessitated by the meaninglessness of absolute signal levels....
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
London
Imperial College Press
c2010
|
| Ausgabe: | 2nd ed |
| Schriftenreihe: | Advances in computer science and engineering: Texts
v. 5 |
| Schlagworte: | |
| Online-Zugang: | FHN01 Volltext |
| Zusammenfassung: | Neural Nets and Chaotic Carriers develops rational principles for the design of associative memories, with a view to applying these principles to models with irregularly oscillatory operation so evident in biological neural systems, and necessitated by the meaninglessness of absolute signal levels. Design is based on the criterion that an associative memory must be able to cope with "fading data", i.e., to form an inference from the data even as its memory of that data degrades. The resultant net shows striking biological parallels. When these principles are combined with the Freeman specification of a neural oscillator, some remarkable effects emerge. For example, the commonly-observed phenomenon of neuronal bursting appears, with gamma-range oscillation modulated by a low-frequency square-wave oscillation (the "escapement oscillation"). Bridging studies and new results of artificial and biological neural networks, the book has a strong research character. It is, on the other hand, accessible to non-specialists for its concise exposition on the basics |
| Beschreibung: | xii, 230 p. ill |
| ISBN: | 9781848165915 |
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| 520 | |a Neural Nets and Chaotic Carriers develops rational principles for the design of associative memories, with a view to applying these principles to models with irregularly oscillatory operation so evident in biological neural systems, and necessitated by the meaninglessness of absolute signal levels. Design is based on the criterion that an associative memory must be able to cope with "fading data", i.e., to form an inference from the data even as its memory of that data degrades. The resultant net shows striking biological parallels. When these principles are combined with the Freeman specification of a neural oscillator, some remarkable effects emerge. For example, the commonly-observed phenomenon of neuronal bursting appears, with gamma-range oscillation modulated by a low-frequency square-wave oscillation (the "escapement oscillation"). Bridging studies and new results of artificial and biological neural networks, the book has a strong research character. It is, on the other hand, accessible to non-specialists for its concise exposition on the basics | ||
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Datensatz im Suchindex
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| dewey-full | 006.32 |
| dewey-hundreds | 000 - Computer science, information, general works |
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| discipline | Informatik |
| edition | 2nd ed |
| format | Electronic eBook |
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| id | DE-604.BV044633471 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:57:42Z |
| institution | BVB |
| isbn | 9781848165915 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030031442 |
| oclc_num | 839018065 |
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| physical | xii, 230 p. ill |
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| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | Imperial College Press |
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| series2 | Advances in computer science and engineering: Texts |
| spelling | Whittle, Peter 1927- Verfasser aut Neural nets and chaotic carriers Peter Whittle 2nd ed London Imperial College Press c2010 xii, 230 p. ill txt rdacontent c rdamedia cr rdacarrier Advances in computer science and engineering: Texts v. 5 Neural Nets and Chaotic Carriers develops rational principles for the design of associative memories, with a view to applying these principles to models with irregularly oscillatory operation so evident in biological neural systems, and necessitated by the meaninglessness of absolute signal levels. Design is based on the criterion that an associative memory must be able to cope with "fading data", i.e., to form an inference from the data even as its memory of that data degrades. The resultant net shows striking biological parallels. When these principles are combined with the Freeman specification of a neural oscillator, some remarkable effects emerge. For example, the commonly-observed phenomenon of neuronal bursting appears, with gamma-range oscillation modulated by a low-frequency square-wave oscillation (the "escapement oscillation"). Bridging studies and new results of artificial and biological neural networks, the book has a strong research character. It is, on the other hand, accessible to non-specialists for its concise exposition on the basics Neural networks (Computer science) Chaotic behavior in systems Erscheint auch als Druck-Ausgabe 9781848165908 http://www.worldscientific.com/worldscibooks/10.1142/P728#t=toc Verlag URL des Erstveroeffentlichers Volltext |
| spellingShingle | Whittle, Peter 1927- Neural nets and chaotic carriers Neural networks (Computer science) Chaotic behavior in systems |
| title | Neural nets and chaotic carriers |
| title_auth | Neural nets and chaotic carriers |
| title_exact_search | Neural nets and chaotic carriers |
| title_full | Neural nets and chaotic carriers Peter Whittle |
| title_fullStr | Neural nets and chaotic carriers Peter Whittle |
| title_full_unstemmed | Neural nets and chaotic carriers Peter Whittle |
| title_short | Neural nets and chaotic carriers |
| title_sort | neural nets and chaotic carriers |
| topic | Neural networks (Computer science) Chaotic behavior in systems |
| topic_facet | Neural networks (Computer science) Chaotic behavior in systems |
| url | http://www.worldscientific.com/worldscibooks/10.1142/P728#t=toc |
| work_keys_str_mv | AT whittlepeter neuralnetsandchaoticcarriers |