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Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis

With the increased development of information technology, almost all the sectors have been developed. Age, educational qualifications, gender, and other factors have no bearing on acquiring knowledge in information technology.Most humans use mobile phones and other gadgets to make their lives easier...

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Detalles Bibliográficos
Autores principales: Liu, Tianyang, Zheng, Qizhe, Tian, Ling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8881180/
https://www.ncbi.nlm.nih.gov/pubmed/35222635
http://dx.doi.org/10.1155/2022/7988844
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author Liu, Tianyang
Zheng, Qizhe
Tian, Ling
author_facet Liu, Tianyang
Zheng, Qizhe
Tian, Ling
author_sort Liu, Tianyang
collection PubMed
description With the increased development of information technology, almost all the sectors have been developed. Age, educational qualifications, gender, and other factors have no bearing on acquiring knowledge in information technology.Most humans use mobile phones and other gadgets to make their lives easier. Machine Learning techniques are used to analyse the given data and aid in the classification or prediction of the dataset depending on the problem statement. It is significant to determine human behaviour analysis in the context of sports. In this research, the Deep Learning-Deep Belief Network (DL-DBN) algorithm is implemented with probability to analyse human behaviour in sports and implement a distributed probability model for classifying the behavior. The classification results have shown that the accuracy for strength training is both the maximum and the smallest, reaching 99% and 71%, respectively.
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spelling pubmed-88811802022-02-26 Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis Liu, Tianyang Zheng, Qizhe Tian, Ling Comput Intell Neurosci Research Article With the increased development of information technology, almost all the sectors have been developed. Age, educational qualifications, gender, and other factors have no bearing on acquiring knowledge in information technology.Most humans use mobile phones and other gadgets to make their lives easier. Machine Learning techniques are used to analyse the given data and aid in the classification or prediction of the dataset depending on the problem statement. It is significant to determine human behaviour analysis in the context of sports. In this research, the Deep Learning-Deep Belief Network (DL-DBN) algorithm is implemented with probability to analyse human behaviour in sports and implement a distributed probability model for classifying the behavior. The classification results have shown that the accuracy for strength training is both the maximum and the smallest, reaching 99% and 71%, respectively. Hindawi 2022-02-18 /pmc/articles/PMC8881180/ /pubmed/35222635 http://dx.doi.org/10.1155/2022/7988844 Text en Copyright © 2022 Tianyang Liu 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
Liu, Tianyang
Zheng, Qizhe
Tian, Ling
Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title_full Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title_fullStr Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title_full_unstemmed Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title_short Application of Distributed Probability Model in Sports Based on Deep Learning: Deep Belief Network (DL-DBN) Algorithm for Human Behaviour Analysis
title_sort application of distributed probability model in sports based on deep learning: deep belief network (dl-dbn) algorithm for human behaviour analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8881180/
https://www.ncbi.nlm.nih.gov/pubmed/35222635
http://dx.doi.org/10.1155/2022/7988844
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AT tianling applicationofdistributedprobabilitymodelinsportsbasedondeeplearningdeepbeliefnetworkdldbnalgorithmforhumanbehaviouranalysis