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Digital case-based learning system in school
With the continuing growth of multi-media learning resources, it is important to offer methods helping learners to explore and acquire relevant learning information effectively. As services that organize multi-media learning materials together to support programming learning, the digital case-based...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5673172/ https://www.ncbi.nlm.nih.gov/pubmed/29107965 http://dx.doi.org/10.1371/journal.pone.0187641 |
_version_ | 1783276554683416576 |
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author | Gu, Peipei Guo, Jiayang |
author_facet | Gu, Peipei Guo, Jiayang |
author_sort | Gu, Peipei |
collection | PubMed |
description | With the continuing growth of multi-media learning resources, it is important to offer methods helping learners to explore and acquire relevant learning information effectively. As services that organize multi-media learning materials together to support programming learning, the digital case-based learning system is needed. In order to create a case-oriented e-learning system, this paper concentrates on the digital case study of multi-media resources and learning processes with an integrated framework. An integration of multi-media resources, testing and learning strategies recommendation as the learning unit is proposed in the digital case-based learning framework. The learning mechanism of learning guidance, multi-media materials learning and testing feedback is supported in our project. An improved personalized genetic algorithm which incorporates preference information and usage degree into the crossover and mutation process is proposed to assemble the personalized test sheet for each learner. A learning strategies recommendation solution is proposed to recommend learning strategies for learners to help them to learn. The experiments are conducted to prove that the proposed approaches are capable of constructing personalized sheets and the effectiveness of the framework. |
format | Online Article Text |
id | pubmed-5673172 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-56731722017-11-18 Digital case-based learning system in school Gu, Peipei Guo, Jiayang PLoS One Research Article With the continuing growth of multi-media learning resources, it is important to offer methods helping learners to explore and acquire relevant learning information effectively. As services that organize multi-media learning materials together to support programming learning, the digital case-based learning system is needed. In order to create a case-oriented e-learning system, this paper concentrates on the digital case study of multi-media resources and learning processes with an integrated framework. An integration of multi-media resources, testing and learning strategies recommendation as the learning unit is proposed in the digital case-based learning framework. The learning mechanism of learning guidance, multi-media materials learning and testing feedback is supported in our project. An improved personalized genetic algorithm which incorporates preference information and usage degree into the crossover and mutation process is proposed to assemble the personalized test sheet for each learner. A learning strategies recommendation solution is proposed to recommend learning strategies for learners to help them to learn. The experiments are conducted to prove that the proposed approaches are capable of constructing personalized sheets and the effectiveness of the framework. Public Library of Science 2017-11-06 /pmc/articles/PMC5673172/ /pubmed/29107965 http://dx.doi.org/10.1371/journal.pone.0187641 Text en © 2017 Gu, Guo 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 Gu, Peipei Guo, Jiayang Digital case-based learning system in school |
title | Digital case-based learning system in school |
title_full | Digital case-based learning system in school |
title_fullStr | Digital case-based learning system in school |
title_full_unstemmed | Digital case-based learning system in school |
title_short | Digital case-based learning system in school |
title_sort | digital case-based learning system in school |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5673172/ https://www.ncbi.nlm.nih.gov/pubmed/29107965 http://dx.doi.org/10.1371/journal.pone.0187641 |
work_keys_str_mv | AT gupeipei digitalcasebasedlearningsysteminschool AT guojiayang digitalcasebasedlearningsysteminschool |