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A recurrent multimodal network for binding written words and sensory-based semantics into concepts
LuleƄ University of Technology, Department of Computer Science, Electrical and Space Engineering, Embedded Internet Systems Lab.
Monash University, Melbourne, VIC.
2011 (English)In: Neural Information Processing: 18th International Conference, ICONIP 2011, Shanghai, China, November 13-17, 2011, Proceedings / [ed] Bao-Liang Lu; Liqing Zhang; James Kwok, Berlin: Springer Science+Business Media B.V., 2011, Vol. 1, 413-422 p.Conference paper, Published paper (Refereed)
Abstract [en]

We present a recurrent multimodal model of binding written words to mental objects and investigate the capability of the network in reading misspelt but categorically related words. Our model consists of three mutually interconnected association modules which store mental objects, represent their written names and bind these together to form mental concepts. A feedback gain controlling top-down influence is incorporated into the model architecture and it is shown that correct settings for this during map formation and simulated reading experiments is necessary for correct interpretation and semantic binding of the written words.

Place, publisher, year, edition, pages
Berlin: Springer Science+Business Media B.V., 2011. Vol. 1, 413-422 p.
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; 7062
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Industrial Electronics
Identifiers
URN: urn:nbn:se:ltu:diva-33177DOI: 10.1007/978-3-642-24955-6_50Scopus ID: 81855226561Local ID: 7f9bd680-9a12-4053-9e84-ef1a0cd9d4d9OAI: oai:DiVA.org:ltu-33177DiVA: diva2:1006413
Conference
International Conference on Neural Information Processing : 13/11/2011 - 17/11/2011
Note
Validerad; 2011; 20111116 (ysko)Available from: 2016-09-30 Created: 2016-09-30 Last updated: 2017-11-25Bibliographically approved

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CiteExportLink to record
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Citation style
  • apa
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Output format
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