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Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation
The traditional BP neural network has the disadvantages of easy falling into local minimum and slow convergence speed. Aiming at the shortcomings of BP neural network (BP neural network), an artificial bee colony algorithm (ABC) is proposed to cross-optimize the weight and threshold of BP network pa...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8712138/ https://www.ncbi.nlm.nih.gov/pubmed/34966421 http://dx.doi.org/10.1155/2021/5307646 |
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author | Ren, Guiting |
author_facet | Ren, Guiting |
author_sort | Ren, Guiting |
collection | PubMed |
description | The traditional BP neural network has the disadvantages of easy falling into local minimum and slow convergence speed. Aiming at the shortcomings of BP neural network (BP neural network), an artificial bee colony algorithm (ABC) is proposed to cross-optimize the weight and threshold of BP network parameters. This study is mainly about the application of BP neural network algorithm in English curriculum recommendation technology. It includes the application of BP neural network algorithm in English course recommendation technology, English course teaching design mode, the application of BP neural network algorithm in English course, and the optimal combination of bee colony algorithm and BP neural network. After 4690 iterations, the neural network reaches the target accuracy, and the training is completed. At the same time, the prediction error of the model is less than 10%, which further shows that the performance of the prediction model is good. Therefore, the combination model is recommended in this paper. The results show that the optimization algorithm improves the solution accuracy and speeds up the convergence speed of the network. |
format | Online Article Text |
id | pubmed-8712138 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-87121382021-12-28 Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation Ren, Guiting Comput Intell Neurosci Research Article The traditional BP neural network has the disadvantages of easy falling into local minimum and slow convergence speed. Aiming at the shortcomings of BP neural network (BP neural network), an artificial bee colony algorithm (ABC) is proposed to cross-optimize the weight and threshold of BP network parameters. This study is mainly about the application of BP neural network algorithm in English curriculum recommendation technology. It includes the application of BP neural network algorithm in English course recommendation technology, English course teaching design mode, the application of BP neural network algorithm in English course, and the optimal combination of bee colony algorithm and BP neural network. After 4690 iterations, the neural network reaches the target accuracy, and the training is completed. At the same time, the prediction error of the model is less than 10%, which further shows that the performance of the prediction model is good. Therefore, the combination model is recommended in this paper. The results show that the optimization algorithm improves the solution accuracy and speeds up the convergence speed of the network. Hindawi 2021-12-20 /pmc/articles/PMC8712138/ /pubmed/34966421 http://dx.doi.org/10.1155/2021/5307646 Text en Copyright © 2021 Guiting Ren. 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 Ren, Guiting Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title | Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title_full | Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title_fullStr | Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title_full_unstemmed | Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title_short | Application of Neural Network Algorithm Combined with Bee Colony Algorithm in English Course Recommendation |
title_sort | application of neural network algorithm combined with bee colony algorithm in english course recommendation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8712138/ https://www.ncbi.nlm.nih.gov/pubmed/34966421 http://dx.doi.org/10.1155/2021/5307646 |
work_keys_str_mv | AT renguiting applicationofneuralnetworkalgorithmcombinedwithbeecolonyalgorithminenglishcourserecommendation |