Journal of Japan Society for Fuzzy Theory and Intelligent Informatics
Online ISSN : 1881-7203
Print ISSN : 1347-7986
ISSN-L : 1347-7986
Original Papers
Survey on the Usefulness of Word Concepts in Estimating the Understanding of Words for Specific Individuals
Kazuma NOZAWANoriki MOCHIZUKIGakuto MASUYAMASousuke NAKAMURA
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JOURNAL FREE ACCESS

2019 Volume 31 Issue 3 Pages 722-730

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Abstract

In this study we estimated the understanding of words in order to visualize a person’s individual vocabulary. We have hypothesized that words which people understand or, conversely, do not, tend to be concentrated on certain word concepts (concepts indicated by the word). Therefore, we proposed a method for estimating the understanding of words combining word concept created by word2vec and Hierarchical Neural Network, and succeeded in estimating the understanding of words with an accuracy of over 72%. From the results, it was suggested that the validity of the hypothesis and the word concept were useful for estimating the understanding of words. With implementation of additional indicators such as difficulty, estimation at a practical level can be anticipated.

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© 2019 Japan Society for Fuzzy Theory and Intelligent Informatics
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