Cargando…

Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning

Athletes have had to deal with significant shifts in the way they think about psychology and emotion before and after attending a match in their respective fields. It has become increasingly difficult for players of any sport to overcome these differences due to massive technological advancements th...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Shuchang, Shan, Fengjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9239801/
https://www.ncbi.nlm.nih.gov/pubmed/35774441
http://dx.doi.org/10.1155/2022/2995205
_version_ 1784737385872883712
author Zhang, Shuchang
Shan, Fengjun
author_facet Zhang, Shuchang
Shan, Fengjun
author_sort Zhang, Shuchang
collection PubMed
description Athletes have had to deal with significant shifts in the way they think about psychology and emotion before and after attending a match in their respective fields. It has become increasingly difficult for players of any sport to overcome these differences due to massive technological advancements that aid in analyzing the difficulties of an athlete. The trainer can use the results of the analysis to help motivate and prepare the athletes for the upcoming competitions. The analysis in this study is based on information about the athletes who competed in the Tokyo Olympics. Deep learning models were used to evaluate the study. Image feature detection can be accomplished through the application of a machine learning technique known as deep learning. It employs a neural network, a computer system that mimics the human brain's multiple layers. One or more unique features can be extracted from each layer. A deep learning model called the behavior recognition algorithm is used for the research. The questionnaire from the dataset was used to generate the results of the analysis.
format Online
Article
Text
id pubmed-9239801
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-92398012022-06-29 Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning Zhang, Shuchang Shan, Fengjun Comput Intell Neurosci Research Article Athletes have had to deal with significant shifts in the way they think about psychology and emotion before and after attending a match in their respective fields. It has become increasingly difficult for players of any sport to overcome these differences due to massive technological advancements that aid in analyzing the difficulties of an athlete. The trainer can use the results of the analysis to help motivate and prepare the athletes for the upcoming competitions. The analysis in this study is based on information about the athletes who competed in the Tokyo Olympics. Deep learning models were used to evaluate the study. Image feature detection can be accomplished through the application of a machine learning technique known as deep learning. It employs a neural network, a computer system that mimics the human brain's multiple layers. One or more unique features can be extracted from each layer. A deep learning model called the behavior recognition algorithm is used for the research. The questionnaire from the dataset was used to generate the results of the analysis. Hindawi 2022-06-21 /pmc/articles/PMC9239801/ /pubmed/35774441 http://dx.doi.org/10.1155/2022/2995205 Text en Copyright © 2022 Shuchang Zhang and Fengjun Shan. 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
Zhang, Shuchang
Shan, Fengjun
Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title_full Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title_fullStr Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title_full_unstemmed Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title_short Feature Extraction of Athlete's Post-Match Psychological and Emotional Changes Based on Deep Learning
title_sort feature extraction of athlete's post-match psychological and emotional changes based on deep learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9239801/
https://www.ncbi.nlm.nih.gov/pubmed/35774441
http://dx.doi.org/10.1155/2022/2995205
work_keys_str_mv AT zhangshuchang featureextractionofathletespostmatchpsychologicalandemotionalchangesbasedondeeplearning
AT shanfengjun featureextractionofathletespostmatchpsychologicalandemotionalchangesbasedondeeplearning