A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms

Aiming at the problem of difficult selection of physical education online course resources, a method of recommending online course resources based on machine learning algorithms is proposed. The information recommendation model is established through the expression of a collaborative filtering algor...

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Autor principal: Fu Wei
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Lenguaje:EN
Publicado: Hindawi-Wiley 2021
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Acceso en línea:https://doaj.org/article/70988941b15b4e6a906f5a8e789a222a
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spelling oai:doaj.org-article:70988941b15b4e6a906f5a8e789a222a2021-11-08T02:36:31ZA Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms1939-012210.1155/2021/4925605https://doaj.org/article/70988941b15b4e6a906f5a8e789a222a2021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/4925605https://doaj.org/toc/1939-0122Aiming at the problem of difficult selection of physical education online course resources, a method of recommending online course resources based on machine learning algorithms is proposed. The information recommendation model is established through the expression of a collaborative filtering algorithm and resource feedback matrix. According to the feedback score of any user on the same data resource in the project set, the interest matching degree is established by comparative analysis, and the matching degree is substituted into the cosine similarity function to calculate the similarity threshold between each item and so on, calculate the similarity threshold number of all items, select the project resource that best matches the user according to the threshold number, and complete the recommendation. The experimental results show that the recommended method of physical education network curriculum resources based on machine learning algorithm is relatively excellent in recommendation accuracy and efficiency; this method can realize the innovation of higher physical education network curriculum teaching mode.Fu WeiHindawi-WileyarticleTechnology (General)T1-995Science (General)Q1-390ENSecurity and Communication Networks, Vol 2021 (2021)
institution DOAJ
collection DOAJ
language EN
topic Technology (General)
T1-995
Science (General)
Q1-390
spellingShingle Technology (General)
T1-995
Science (General)
Q1-390
Fu Wei
A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
description Aiming at the problem of difficult selection of physical education online course resources, a method of recommending online course resources based on machine learning algorithms is proposed. The information recommendation model is established through the expression of a collaborative filtering algorithm and resource feedback matrix. According to the feedback score of any user on the same data resource in the project set, the interest matching degree is established by comparative analysis, and the matching degree is substituted into the cosine similarity function to calculate the similarity threshold between each item and so on, calculate the similarity threshold number of all items, select the project resource that best matches the user according to the threshold number, and complete the recommendation. The experimental results show that the recommended method of physical education network curriculum resources based on machine learning algorithm is relatively excellent in recommendation accuracy and efficiency; this method can realize the innovation of higher physical education network curriculum teaching mode.
format article
author Fu Wei
author_facet Fu Wei
author_sort Fu Wei
title A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
title_short A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
title_full A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
title_fullStr A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
title_full_unstemmed A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms
title_sort method of recommending physical education network course resources based on machine learning algorithms
publisher Hindawi-Wiley
publishDate 2021
url https://doaj.org/article/70988941b15b4e6a906f5a8e789a222a
work_keys_str_mv AT fuwei amethodofrecommendingphysicaleducationnetworkcourseresourcesbasedonmachinelearningalgorithms
AT fuwei methodofrecommendingphysicaleducationnetworkcourseresourcesbasedonmachinelearningalgorithms
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