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Estimation of reading subjective understanding based on eye gaze analysis
The integration of ubiquitous technologies in the field of education has considerably enhanced our way of learning. Such technologies enable students to get a gradual feedback about their performance and to provide adapted learning materials. It is particularly important in the domain of foreign lan...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6201917/ https://www.ncbi.nlm.nih.gov/pubmed/30359411 http://dx.doi.org/10.1371/journal.pone.0206213 |
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author | Lima Sanches, Charles Augereau, Olivier Kise, Koichi |
author_facet | Lima Sanches, Charles Augereau, Olivier Kise, Koichi |
author_sort | Lima Sanches, Charles |
collection | PubMed |
description | The integration of ubiquitous technologies in the field of education has considerably enhanced our way of learning. Such technologies enable students to get a gradual feedback about their performance and to provide adapted learning materials. It is particularly important in the domain of foreign language learning which requires intense daily practice. One of the main inputs of adaptive learning systems is the user’s understanding of a reading material. The reader’s understanding can be divided into two parts: the objective understanding and the subjective understanding. The objective understanding can be measured by comprehension questions about the content of the text. The subjective understanding is the reader’s perception of his own understanding. The subjective understanding plays an important role in the reader’s motivation, self-esteem and confidence. However, its automatic estimation remains a challenging task. This paper is one of the first to propose a method to estimate the subjective understanding. We show that using the eye gaze to predict the subjective understanding improves the estimation by 13% as compared to using comprehension questions. |
format | Online Article Text |
id | pubmed-6201917 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-62019172018-11-19 Estimation of reading subjective understanding based on eye gaze analysis Lima Sanches, Charles Augereau, Olivier Kise, Koichi PLoS One Research Article The integration of ubiquitous technologies in the field of education has considerably enhanced our way of learning. Such technologies enable students to get a gradual feedback about their performance and to provide adapted learning materials. It is particularly important in the domain of foreign language learning which requires intense daily practice. One of the main inputs of adaptive learning systems is the user’s understanding of a reading material. The reader’s understanding can be divided into two parts: the objective understanding and the subjective understanding. The objective understanding can be measured by comprehension questions about the content of the text. The subjective understanding is the reader’s perception of his own understanding. The subjective understanding plays an important role in the reader’s motivation, self-esteem and confidence. However, its automatic estimation remains a challenging task. This paper is one of the first to propose a method to estimate the subjective understanding. We show that using the eye gaze to predict the subjective understanding improves the estimation by 13% as compared to using comprehension questions. Public Library of Science 2018-10-25 /pmc/articles/PMC6201917/ /pubmed/30359411 http://dx.doi.org/10.1371/journal.pone.0206213 Text en © 2018 Lima Sanches et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lima Sanches, Charles Augereau, Olivier Kise, Koichi Estimation of reading subjective understanding based on eye gaze analysis |
title | Estimation of reading subjective understanding based on eye gaze analysis |
title_full | Estimation of reading subjective understanding based on eye gaze analysis |
title_fullStr | Estimation of reading subjective understanding based on eye gaze analysis |
title_full_unstemmed | Estimation of reading subjective understanding based on eye gaze analysis |
title_short | Estimation of reading subjective understanding based on eye gaze analysis |
title_sort | estimation of reading subjective understanding based on eye gaze analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6201917/ https://www.ncbi.nlm.nih.gov/pubmed/30359411 http://dx.doi.org/10.1371/journal.pone.0206213 |
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