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Evaluating Semantic Relations and Distances in the Associative Concept Dictionary using NIRS-imaging

Proceedings of the Seventh International Conference on Language Resources and Evaluation (LREC 2010)

DOI:10.63317/44ydfsgmj9g8

Abstract

In this study, we extracted brain activities related to semantic relations and distances to improve the precision of distance calculation among concepts in the Associated Concept Dictionary (ACD). For the experiments, we used a multi-channel Near-infrared Spectroscopy (NIRS) device to measure the response properties of the changes in hemoglobin concentration during word-concept association tasks. The experiments’ stimuli were selected from pairs of stimulus words and associated words in the ACD and presented in the form of a visual stimulation to the subjects. In our experiments, we obtained subject response data and brain activation data in Broca's area ―a human brain region that is active in linguistic/word-concept decision tasks― and these data imply relations with the length of associative distance. This study showed that it was possible to connect brain activities to the semantic relation among concepts, and that it would improve the method for concept distance calculation in order to build a more human-like ontology model.

Details

Paper ID
lrec2010-main-360
Pages
N/A
BibKey
tatsumi-etal-2010-evaluating
Editor
N/A
Publisher
European Language Resources Association (ELRA)
ISSN
2522-2686
ISBN
2-9517408-6-7
Conference
Seventh International Conference on Language Resources and Evaluation
Location
Valletta, Malta
Date
17 May 2010 23 May 2010

Authors

  • NT

    Nao Tatsumi

  • JO

    Jun Okamoto

  • SI

    Shun Ishizaki

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