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Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis

In recent years, the application of the gradient boosting-back propagation (GB-BP) neural network algorithm in many industries has brought huge benefits, so how to combine the GB-BP neural network algorithm with sports has become a research hotspot. Based on this, this paper studies the application...

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Detalles Bibliográficos
Autores principales: Wang, Lidong, Qiu, Kai, Li, Wang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8355973/
https://www.ncbi.nlm.nih.gov/pubmed/34394333
http://dx.doi.org/10.1155/2021/1678123
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author Wang, Lidong
Qiu, Kai
Li, Wang
author_facet Wang, Lidong
Qiu, Kai
Li, Wang
author_sort Wang, Lidong
collection PubMed
description In recent years, the application of the gradient boosting-back propagation (GB-BP) neural network algorithm in many industries has brought huge benefits, so how to combine the GB-BP neural network algorithm with sports has become a research hotspot. Based on this, this paper studies the application of the GB-BP neural network algorithm in wrestling, designs the sports athletes action recognition and classification model based on the GB-BP neural network algorithm, first analyzes the research status of wrestling action recognition, and then optimizes and improves the shortcomings of action recognition and big data analysis technology. The GB-BP neural network algorithm can realize the accurate recognition and classification of wrestlers' training actions and carry out big data mining analysis with known action recognition, so as to achieve accurate classification. The experimental results show that the model can play a good role in wrestling and effectively improve the efficiency of wrestlers in training.
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spelling pubmed-83559732021-08-12 Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis Wang, Lidong Qiu, Kai Li, Wang Comput Intell Neurosci Research Article In recent years, the application of the gradient boosting-back propagation (GB-BP) neural network algorithm in many industries has brought huge benefits, so how to combine the GB-BP neural network algorithm with sports has become a research hotspot. Based on this, this paper studies the application of the GB-BP neural network algorithm in wrestling, designs the sports athletes action recognition and classification model based on the GB-BP neural network algorithm, first analyzes the research status of wrestling action recognition, and then optimizes and improves the shortcomings of action recognition and big data analysis technology. The GB-BP neural network algorithm can realize the accurate recognition and classification of wrestlers' training actions and carry out big data mining analysis with known action recognition, so as to achieve accurate classification. The experimental results show that the model can play a good role in wrestling and effectively improve the efficiency of wrestlers in training. Hindawi 2021-08-02 /pmc/articles/PMC8355973/ /pubmed/34394333 http://dx.doi.org/10.1155/2021/1678123 Text en Copyright © 2021 Lidong Wang 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
Wang, Lidong
Qiu, Kai
Li, Wang
Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title_full Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title_fullStr Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title_full_unstemmed Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title_short Sports Action Recognition Based on GB-BP Neural Network and Big Data Analysis
title_sort sports action recognition based on gb-bp neural network and big data analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8355973/
https://www.ncbi.nlm.nih.gov/pubmed/34394333
http://dx.doi.org/10.1155/2021/1678123
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