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Prediction of College Students' Sports Performance Based on Improved BP Neural Network

Sports performance prediction has gradually become a research hotspot in various colleges and universities, and colleges and universities pay more and more attention to the development of college students' comprehensive quality. Aiming at the problems of low accuracy and slow convergence of the...

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Detalles Bibliográficos
Autores principales: Tang, Hengyao, Jiang, Guosong, Wang, Qingdong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9377868/
https://www.ncbi.nlm.nih.gov/pubmed/35978910
http://dx.doi.org/10.1155/2022/5872384
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author Tang, Hengyao
Jiang, Guosong
Wang, Qingdong
author_facet Tang, Hengyao
Jiang, Guosong
Wang, Qingdong
author_sort Tang, Hengyao
collection PubMed
description Sports performance prediction has gradually become a research hotspot in various colleges and universities, and colleges and universities pay more and more attention to the development of college students' comprehensive quality. Aiming at the problems of low accuracy and slow convergence of the existing college students' sports performance prediction models, a method of college students' sports performance prediction based on improved BP neural network is proposed. First, preprocess the student's sports performance data, then use the BP neural network to train the data samples, optimize the selection of weights and thresholds in the neural network through the DE algorithm, and establish an optimal college student's sports performance prediction model, and then based on cloud computing, the platform implements and runs the sports performance prediction model, which speeds up the prediction of sports performance. The results show that the model can improve the accuracy of college students' sports performance prediction, provide more reliable prediction results, and provide valuable information for sports training.
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spelling pubmed-93778682022-08-16 Prediction of College Students' Sports Performance Based on Improved BP Neural Network Tang, Hengyao Jiang, Guosong Wang, Qingdong Comput Intell Neurosci Research Article Sports performance prediction has gradually become a research hotspot in various colleges and universities, and colleges and universities pay more and more attention to the development of college students' comprehensive quality. Aiming at the problems of low accuracy and slow convergence of the existing college students' sports performance prediction models, a method of college students' sports performance prediction based on improved BP neural network is proposed. First, preprocess the student's sports performance data, then use the BP neural network to train the data samples, optimize the selection of weights and thresholds in the neural network through the DE algorithm, and establish an optimal college student's sports performance prediction model, and then based on cloud computing, the platform implements and runs the sports performance prediction model, which speeds up the prediction of sports performance. The results show that the model can improve the accuracy of college students' sports performance prediction, provide more reliable prediction results, and provide valuable information for sports training. Hindawi 2022-08-08 /pmc/articles/PMC9377868/ /pubmed/35978910 http://dx.doi.org/10.1155/2022/5872384 Text en Copyright © 2022 Hengyao Tang et al. 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
Tang, Hengyao
Jiang, Guosong
Wang, Qingdong
Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title_full Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title_fullStr Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title_full_unstemmed Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title_short Prediction of College Students' Sports Performance Based on Improved BP Neural Network
title_sort prediction of college students' sports performance based on improved bp neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9377868/
https://www.ncbi.nlm.nih.gov/pubmed/35978910
http://dx.doi.org/10.1155/2022/5872384
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