Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network
A multiple linear regression model and a BP neural network model are established to predict the physique performance of college students and analyze its accuracy based on the physical fitness test data of college students. The results of the study show that the average error of the multiple linear r...
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Association for Computing Machinery
2023
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Online Access: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195410881&doi=10.1145%2f3660395.3660487&partnerID=40&md5=1262147f6c14ce11a14b9c483d72e05a |
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2-s2.0-85195410881 Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J. Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network 2023 ACM International Conference Proceeding Series 10.1145/3660395.3660487 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195410881&doi=10.1145%2f3660395.3660487&partnerID=40&md5=1262147f6c14ce11a14b9c483d72e05a A multiple linear regression model and a BP neural network model are established to predict the physique performance of college students and analyze its accuracy based on the physical fitness test data of college students. The results of the study show that the average error of the multiple linear regression model and the BP neural network model for predicting the physique performance of college students are 1.23 and 0.51 points, respectively, and the average error percentage is 1.84% and 0.74%, respectively. Both models can effectively predict the physique performance of college students, but the BP neural network model has higher prediction accuracy than the multiple linear regression model. © 2023 Copyright held by the owner/author(s). Association for Computing Machinery English Conference paper All Open Access; Hybrid Gold Open Access |
author |
Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J. |
spellingShingle |
Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J. Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
author_facet |
Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J. |
author_sort |
Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J. |
title |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
title_short |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
title_full |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
title_fullStr |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
title_full_unstemmed |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
title_sort |
Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network |
publishDate |
2023 |
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ACM International Conference Proceeding Series |
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container_issue |
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doi_str_mv |
10.1145/3660395.3660487 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195410881&doi=10.1145%2f3660395.3660487&partnerID=40&md5=1262147f6c14ce11a14b9c483d72e05a |
description |
A multiple linear regression model and a BP neural network model are established to predict the physique performance of college students and analyze its accuracy based on the physical fitness test data of college students. The results of the study show that the average error of the multiple linear regression model and the BP neural network model for predicting the physique performance of college students are 1.23 and 0.51 points, respectively, and the average error percentage is 1.84% and 0.74%, respectively. Both models can effectively predict the physique performance of college students, but the BP neural network model has higher prediction accuracy than the multiple linear regression model. © 2023 Copyright held by the owner/author(s). |
publisher |
Association for Computing Machinery |
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language |
English |
format |
Conference paper |
accesstype |
All Open Access; Hybrid Gold Open Access |
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scopus |
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Scopus |
_version_ |
1809678477106872320 |