Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autor principal: Lou, Minsheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
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
_version_ 1784776793640665088
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