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Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm
With the development of teaching evaluation program, colleges and universities have reformed according to the actual situation of the school. With the development of evaluation activities, many universities are eager to establish their own teaching quality evaluation system, so as to pre-evaluate th...
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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/PMC9417759/ https://www.ncbi.nlm.nih.gov/pubmed/36035833 http://dx.doi.org/10.1155/2022/2974813 |
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author | Lou, Minsheng |
author_facet | Lou, Minsheng |
author_sort | Lou, Minsheng |
collection | PubMed |
description | With the development of teaching evaluation program, colleges and universities have reformed according to the actual situation of the school. With the development of evaluation activities, many universities are eager to establish their own teaching quality evaluation system, so as to pre-evaluate the teaching quality of schools. SVM is one of the most widely used machine learning algorithms that enables efficient statistical learning with a very limited number of samples. Considering the excellent learning performance of SVM, it is very suitable for the teaching quality evaluation system. In this paper, we optimize the existing multiple classification algorithm for binary trees and propose a new method. Learning the popular teaching quality evaluation system in colleges and universities, the binary tree support vector machine classification algorithm, and design comparison experiment, the experimental results show that the evaluation model proposed in this paper has strong generalization ability and higher classification accuracy and better classification efficiency. |
format | Online Article Text |
id | pubmed-9417759 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-94177592022-08-27 Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm Lou, Minsheng Comput Intell Neurosci Research Article With the development of teaching evaluation program, colleges and universities have reformed according to the actual situation of the school. With the development of evaluation activities, many universities are eager to establish their own teaching quality evaluation system, so as to pre-evaluate the teaching quality of schools. SVM is one of the most widely used machine learning algorithms that enables efficient statistical learning with a very limited number of samples. Considering the excellent learning performance of SVM, it is very suitable for the teaching quality evaluation system. In this paper, we optimize the existing multiple classification algorithm for binary trees and propose a new method. Learning the popular teaching quality evaluation system in colleges and universities, the binary tree support vector machine classification algorithm, and design comparison experiment, the experimental results show that the evaluation model proposed in this paper has strong generalization ability and higher classification accuracy and better classification efficiency. Hindawi 2022-08-19 /pmc/articles/PMC9417759/ /pubmed/36035833 http://dx.doi.org/10.1155/2022/2974813 Text en Copyright © 2022 Minsheng Lou. 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 Lou, Minsheng Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title | Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title_full | Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title_fullStr | Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title_full_unstemmed | Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title_short | Evaluation of College English Teaching Quality Based on Improved BT-SVM Algorithm |
title_sort | evaluation of college english teaching quality based on improved bt-svm algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9417759/ https://www.ncbi.nlm.nih.gov/pubmed/36035833 http://dx.doi.org/10.1155/2022/2974813 |
work_keys_str_mv | AT louminsheng evaluationofcollegeenglishteachingqualitybasedonimprovedbtsvmalgorithm |