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Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment
Blended learning has become the dominant teaching approach in colleges and universities as they evolve. A good learning environment design can represent college and university teaching quality, improve undergraduates' literacy, and boost talent training. This paper introduces the data mining me...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9527408/ https://www.ncbi.nlm.nih.gov/pubmed/36200091 http://dx.doi.org/10.1155/2022/9602876 |
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author | Wang, Xia Yu, Lan Wang, Zhonglei |
author_facet | Wang, Xia Yu, Lan Wang, Zhonglei |
author_sort | Wang, Xia |
collection | PubMed |
description | Blended learning has become the dominant teaching approach in colleges and universities as they evolve. A good learning environment design can represent college and university teaching quality, improve undergraduates' literacy, and boost talent training. This paper introduces the data mining method of undergraduate comprehensive literacy education, discovers the association rules of the evaluation data, and introduces the undergraduate comprehensive literacy evaluation model and BP neural network model driven by theory and technology in a mixed learning environment, which promotes students' comprehensive literacy evaluation and builds a good learning environment. The results demonstrate that undergraduate classification prediction accuracy is similar by data mining, and most reach 99.58 percent. So, whether it is the training sample or the test sample, the prediction result of undergraduate comprehensive literacy is acceptable, which illustrates the validity of the data mining algorithm model and has strong application importance for developing a better learning environment. |
format | Online Article Text |
id | pubmed-9527408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-95274082022-10-04 Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment Wang, Xia Yu, Lan Wang, Zhonglei J Environ Public Health Research Article Blended learning has become the dominant teaching approach in colleges and universities as they evolve. A good learning environment design can represent college and university teaching quality, improve undergraduates' literacy, and boost talent training. This paper introduces the data mining method of undergraduate comprehensive literacy education, discovers the association rules of the evaluation data, and introduces the undergraduate comprehensive literacy evaluation model and BP neural network model driven by theory and technology in a mixed learning environment, which promotes students' comprehensive literacy evaluation and builds a good learning environment. The results demonstrate that undergraduate classification prediction accuracy is similar by data mining, and most reach 99.58 percent. So, whether it is the training sample or the test sample, the prediction result of undergraduate comprehensive literacy is acceptable, which illustrates the validity of the data mining algorithm model and has strong application importance for developing a better learning environment. Hindawi 2022-09-25 /pmc/articles/PMC9527408/ /pubmed/36200091 http://dx.doi.org/10.1155/2022/9602876 Text en Copyright © 2022 Xia Wang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Wang, Xia Yu, Lan Wang, Zhonglei Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title | Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title_full | Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title_fullStr | Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title_full_unstemmed | Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title_short | Design of Learning Environment for Undergraduate Comprehensive Literacy Education under Blended Learning Environment |
title_sort | design of learning environment for undergraduate comprehensive literacy education under blended learning environment |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9527408/ https://www.ncbi.nlm.nih.gov/pubmed/36200091 http://dx.doi.org/10.1155/2022/9602876 |
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