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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9377868 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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