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Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data
Existing online learning evaluation methods do not accurately reflect learning effects, which only considers test and assignment scores. A comprehensive evaluation algorithm is proposed in this paper based on the big data of learning behavior. The conversion ratio is taken into account, which is def...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6286268/ https://www.ncbi.nlm.nih.gov/pubmed/30761366 http://dx.doi.org/10.1016/j.heliyon.2018.e00960 |
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author | Luo, Yong Zhou, Guochang Li, Jianping Xiao, Xiao |
author_facet | Luo, Yong Zhou, Guochang Li, Jianping Xiao, Xiao |
author_sort | Luo, Yong |
collection | PubMed |
description | Existing online learning evaluation methods do not accurately reflect learning effects, which only considers test and assignment scores. A comprehensive evaluation algorithm is proposed in this paper based on the big data of learning behavior. The conversion ratio is taken into account, which is defined by information entropy theory. The algorithm comprehensively considers the learner's multiple learning behaviors, such as viewing videos, doing exercises, taking exams, participating in discussions. The new evaluation algorithm can help learners understand the learning state and maintain their interest. |
format | Online Article Text |
id | pubmed-6286268 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-62862682019-02-13 Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data Luo, Yong Zhou, Guochang Li, Jianping Xiao, Xiao Heliyon Article Existing online learning evaluation methods do not accurately reflect learning effects, which only considers test and assignment scores. A comprehensive evaluation algorithm is proposed in this paper based on the big data of learning behavior. The conversion ratio is taken into account, which is defined by information entropy theory. The algorithm comprehensively considers the learner's multiple learning behaviors, such as viewing videos, doing exercises, taking exams, participating in discussions. The new evaluation algorithm can help learners understand the learning state and maintain their interest. Elsevier 2018-11-30 /pmc/articles/PMC6286268/ /pubmed/30761366 http://dx.doi.org/10.1016/j.heliyon.2018.e00960 Text en Crown Copyright © 2018 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Luo, Yong Zhou, Guochang Li, Jianping Xiao, Xiao Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title | Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title_full | Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title_fullStr | Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title_full_unstemmed | Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title_short | Study on MOOC scoring algorithm based on Chinese University MOOC learning behavior data |
title_sort | study on mooc scoring algorithm based on chinese university mooc learning behavior data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6286268/ https://www.ncbi.nlm.nih.gov/pubmed/30761366 http://dx.doi.org/10.1016/j.heliyon.2018.e00960 |
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