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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Hindawi-Wiley
2021
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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) |
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Technology (General) T1-995 Science (General) Q1-390 |
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Technology (General) T1-995 Science (General) Q1-390 Fu Wei A Method of Recommending Physical Education Network Course Resources Based on Machine Learning Algorithms |
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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 |
_version_ |
1718443104616316928 |