Cargando…
Research on Intelligent English Education Based on the Short Video Recommendation Algorithm
In order to solve the problems of English education in the form of a short video, a research method of English intelligent education based on a short video recommendation algorithm was proposed. The recommendation system is a branch of artificial intelligence data mining, which improves the efficien...
Autor principal: | |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10348862/ https://www.ncbi.nlm.nih.gov/pubmed/37455770 http://dx.doi.org/10.1155/2023/2317589 |
_version_ | 1785073753608159232 |
---|---|
author | Li, Xiaoyu |
author_facet | Li, Xiaoyu |
author_sort | Li, Xiaoyu |
collection | PubMed |
description | In order to solve the problems of English education in the form of a short video, a research method of English intelligent education based on a short video recommendation algorithm was proposed. The recommendation system is a branch of artificial intelligence data mining, which improves the efficiency of short videos for English learning. The density ratio of users and video scoring matrix was 1000000/(1030 × 9394) = 10.3%. The dataset was a relatively sparse matrix. The original dataset was randomly divided into the training set and the test set, accounting for 80% and 20%, respectively. Then, the results of the short video recommendation algorithm were elaborated based on time weighting. Finally, the intelligent initial question bank of English intelligent education based on a short video recommendation algorithm was elaborated, which provided a guarantee for the promotion of short videos in English education. |
format | Online Article Text |
id | pubmed-10348862 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-103488622023-07-15 Research on Intelligent English Education Based on the Short Video Recommendation Algorithm Li, Xiaoyu Comput Intell Neurosci Research Article In order to solve the problems of English education in the form of a short video, a research method of English intelligent education based on a short video recommendation algorithm was proposed. The recommendation system is a branch of artificial intelligence data mining, which improves the efficiency of short videos for English learning. The density ratio of users and video scoring matrix was 1000000/(1030 × 9394) = 10.3%. The dataset was a relatively sparse matrix. The original dataset was randomly divided into the training set and the test set, accounting for 80% and 20%, respectively. Then, the results of the short video recommendation algorithm were elaborated based on time weighting. Finally, the intelligent initial question bank of English intelligent education based on a short video recommendation algorithm was elaborated, which provided a guarantee for the promotion of short videos in English education. Hindawi 2023-07-07 /pmc/articles/PMC10348862/ /pubmed/37455770 http://dx.doi.org/10.1155/2023/2317589 Text en Copyright © 2023 Xiaoyu Li. 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 Li, Xiaoyu Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title | Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title_full | Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title_fullStr | Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title_full_unstemmed | Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title_short | Research on Intelligent English Education Based on the Short Video Recommendation Algorithm |
title_sort | research on intelligent english education based on the short video recommendation algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10348862/ https://www.ncbi.nlm.nih.gov/pubmed/37455770 http://dx.doi.org/10.1155/2023/2317589 |
work_keys_str_mv | AT lixiaoyu researchonintelligentenglisheducationbasedontheshortvideorecommendationalgorithm |