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dc.contributor.authorHautala, Jarkko
dc.contributor.authorSaarela, Mirka
dc.contributor.authorLoberg, Otto
dc.contributor.authorKärkkäinen, Tommi
dc.date.accessioned2024-09-18T06:02:56Z
dc.date.available2024-09-18T06:02:56Z
dc.date.issued2024
dc.identifier.citationHautala, J., Saarela, M., Loberg, O., & Kärkkäinen, T. (2024). A design for neural network model of continuous reading. <i>Cognitive Systems Research</i>, <i>88</i>, Article 101284. <a href="https://doi.org/10.1016/j.cogsys.2024.101284" target="_blank">https://doi.org/10.1016/j.cogsys.2024.101284</a>
dc.identifier.otherCONVID_242652640
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/97088
dc.description.abstractCognition and learning are exceedingly modeled as an associative activity of connectionist neural networks. However, only a few such models exist for continuous reading, which involves the delicate coordination of word recognition and eye movements. Moreover, these models are limited to only orthographic level of word processing with predetermined lexicons. Here, we present a conceptual design of a developmentally plausible neural network model of reading designed to simulate word learning, parafoveal preview activation of words, their later foveal word recognition including phonological decoding, and forward saccade length as a control mechanism for intake of new textual information. We will discuss the theoretical advancements of the design and avenues for future developments.en
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherElsevier
dc.relation.ispartofseriesCognitive Systems Research
dc.rightsCC BY 4.0
dc.subject.othereye movement control of reading
dc.subject.otherword recognition
dc.subject.othercomputational modeling
dc.subject.otherneural network
dc.titleA design for neural network model of continuous reading
dc.typearticle
dc.identifier.urnURN:NBN:fi:jyu-202409185963
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.description.reviewstatuspeerReviewed
dc.relation.issn1389-0417
dc.relation.volume88
dc.type.versionpublishedVersion
dc.rights.copyright© 2024 The Author(s). Published by Elsevier B.V.
dc.rights.accesslevelopenAccessfi
dc.relation.grantnumber356314
dc.subject.ysokatseenseuranta
dc.subject.ysohermoverkot (biologia)
dc.subject.ysolukeminen
dc.subject.ysosanantunnistus (kognitio)
dc.subject.ysomallintaminen
dc.subject.ysolaskennallinen neurotiede
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p37956
jyx.subject.urihttp://www.yso.fi/onto/yso/p38811
jyx.subject.urihttp://www.yso.fi/onto/yso/p11406
jyx.subject.urihttp://www.yso.fi/onto/yso/p39317
jyx.subject.urihttp://www.yso.fi/onto/yso/p3533
jyx.subject.urihttp://www.yso.fi/onto/yso/p23148
dc.rights.urlhttps://creativecommons.org/licenses/by/4.0/
dc.relation.doi10.1016/j.cogsys.2024.101284
dc.relation.funderResearch Council of Finlanden
dc.relation.funderSuomen Akatemiafi
jyx.fundingprogramAcademy Research Fellow, AoFen
jyx.fundingprogramAkatemiatutkija, SAfi
jyx.fundinginformationThis research was funded by the Academy of Finland with grants 317030, 319911 and 345639 to Jarkko Hautala.
dc.type.okmA1


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