Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lima Sanches, Charles, Augereau, Olivier, Kise, Koichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
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
_version_ 1783365598787403776
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
work_keys_str_mv AT limasanchescharles estimationofreadingsubjectiveunderstandingbasedoneyegazeanalysis
AT augereauolivier estimationofreadingsubjectiveunderstandingbasedoneyegazeanalysis
AT kisekoichi estimationofreadingsubjectiveunderstandingbasedoneyegazeanalysis