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An analysis of eye-...
An analysis of eye-movements during reading for the detection of mild cognitive impairment
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- Fraser, Kathleen, 1984 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för svenska språket,Department of Swedish
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- Lundholm Fors, Kristina, 1977 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för svenska språket,Department of Swedish
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- Kokkinakis, Dimitrios, 1965 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för svenska språket,Department of Swedish
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- Nordlund, Arto, 1962 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för neurovetenskap och fysiologi, sektionen för psykiatri och neurokemi,Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry
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(creator_code:org_t)
- Association for Computational Linguistics, 2017
- 2017
- Engelska.
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Ingår i: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing. September 9-11, 2017 Copenhagen, Denmark / Editors Martha Palmer, Rebecca Hwa, Sebastian Riedel. - : Association for Computational Linguistics. - 9781945626838
- Relaterad länk:
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https://gup.ub.gu.se...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- We present a machine learning analysis of eye-tracking data for the detection of mild cognitive impairment, a decline in cognitive abilities that is associated with an increased risk of developing dementia. We compare two experimental configurations (reading aloud versus reading silently), as well as two methods of combining information from the two trials (concatenation and merging). Additionally, we annotate the words being read with information about their frequency and syntactic category, and use these annotations to generate new features. Ultimately, we are able to distinguish between participants with and without cognitive impairment with up to 86% accuracy.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Språkteknologi (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Language Technology (hsv//eng)
- HUMANIORA -- Språk och litteratur -- Jämförande språkvetenskap och allmän lingvistik (hsv//swe)
- HUMANITIES -- Languages and Literature -- General Language Studies and Linguistics (hsv//eng)
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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