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Period detection and representation by recurrent oscillatory self-organizing map
2003 (English)In: Neurocomputing, ISSN 0925-2312, E-ISSN 1872-8286, Vol. 55, no 3-4, p. 699-710Article in journal (Refereed) Published
Abstract [en]

Whether or not periodicity is a property of the environment, for a cognitive system a period is always a dynamical mental construct. This study suggests a dynamical implementation of this hypothesis using recurrent oscillatory self-organizing map of the feature space of such streams. The mapping allows the system to assign identity and class-membership to each stream point, represented by a locus on a two-dimensional map. The model is shown to detect periodicities of various regular and behavior-originated, single- and multi-channel wave patterns, and to reproduce such signals, relying solely on the oscillating activation of the units.

Place, publisher, year, edition, pages
2003. Vol. 55, no 3-4, p. 699-710
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:sh:diva-12234DOI: 10.1016/S0925-2312(02)00670-7ISI: 000186953400015OAI: oai:DiVA.org:sh-12234DiVA, id: diva2:448595
Available from: 2011-10-17 Created: 2011-10-17 Last updated: 2025-10-07Bibliographically approved

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Kaipainen, Mauri

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  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • harvard-anglia-ruskin-university
  • apa-old-doi-prefix.csl
  • sodertorns-hogskola-harvard.csl
  • sodertorns-hogskola-oxford.csl
  • Other style
More styles
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  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
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Output format
  • html
  • text
  • asciidoc
  • rtf