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A Multicriteria English Teaching Decision Model Based on Deep Learning
In any stage of the teaching process, the teaching behavior depends on the decision of teachers. For English teachers, the English teaching decision level directly determines the course quality and the mining of learner potential. The existing studies only focus on a single teaching stage and involv...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122686/ https://www.ncbi.nlm.nih.gov/pubmed/35602632 http://dx.doi.org/10.1155/2022/9030626 |
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author | Zhang, Jiachen |
author_facet | Zhang, Jiachen |
author_sort | Zhang, Jiachen |
collection | PubMed |
description | In any stage of the teaching process, the teaching behavior depends on the decision of teachers. For English teachers, the English teaching decision level directly determines the course quality and the mining of learner potential. The existing studies only focus on a single teaching stage and involve one decision maker. The scientific level of decision is yet to be examined. Therefore, this paper develops a multicriteria English teaching decision (MCETD) model based on deep learning. Specifically, the author summarized the internalization and generation of MCETDs and expounded the generation mechanism of such decisions. Next, the problem of MCETD was described and mathematically modeled. After that, a neural network was constructed to weigh decision criteria and decision makers. In addition, the author explained how to comprehensively rank and generate MCETD schemes. Through experiments, the author obtained the information of decision matrix and preference ranking of decision schemes from decision makers and validated the effectiveness of the proposed model. |
format | Online Article Text |
id | pubmed-9122686 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-91226862022-05-21 A Multicriteria English Teaching Decision Model Based on Deep Learning Zhang, Jiachen Comput Intell Neurosci Research Article In any stage of the teaching process, the teaching behavior depends on the decision of teachers. For English teachers, the English teaching decision level directly determines the course quality and the mining of learner potential. The existing studies only focus on a single teaching stage and involve one decision maker. The scientific level of decision is yet to be examined. Therefore, this paper develops a multicriteria English teaching decision (MCETD) model based on deep learning. Specifically, the author summarized the internalization and generation of MCETDs and expounded the generation mechanism of such decisions. Next, the problem of MCETD was described and mathematically modeled. After that, a neural network was constructed to weigh decision criteria and decision makers. In addition, the author explained how to comprehensively rank and generate MCETD schemes. Through experiments, the author obtained the information of decision matrix and preference ranking of decision schemes from decision makers and validated the effectiveness of the proposed model. Hindawi 2022-05-13 /pmc/articles/PMC9122686/ /pubmed/35602632 http://dx.doi.org/10.1155/2022/9030626 Text en Copyright © 2022 Jiachen Zhang. 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 Zhang, Jiachen A Multicriteria English Teaching Decision Model Based on Deep Learning |
title | A Multicriteria English Teaching Decision Model Based on Deep Learning |
title_full | A Multicriteria English Teaching Decision Model Based on Deep Learning |
title_fullStr | A Multicriteria English Teaching Decision Model Based on Deep Learning |
title_full_unstemmed | A Multicriteria English Teaching Decision Model Based on Deep Learning |
title_short | A Multicriteria English Teaching Decision Model Based on Deep Learning |
title_sort | multicriteria english teaching decision model based on deep learning |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122686/ https://www.ncbi.nlm.nih.gov/pubmed/35602632 http://dx.doi.org/10.1155/2022/9030626 |
work_keys_str_mv | AT zhangjiachen amulticriteriaenglishteachingdecisionmodelbasedondeeplearning AT zhangjiachen multicriteriaenglishteachingdecisionmodelbasedondeeplearning |