使用人工智能的精英体育团队的表现和医疗分析:一个范围审查
A A Munoz-Macho1,2, M J Domínguez-Morales1, J L Sevillano-Ramos1
1Computer Architecture and Technology Department, University of Seville, Seville, Spain.
Frontiers in sports and active living
|May 3, 2024
概括
人工智能 (AI) 在体育运动中越来越多地用于表现和医疗保健. 这次审查发现了人工智能在人才识别和游戏预测等领域的应用,支持体育管理中的系统思维.
科学领域:
- 运动科学 运动科学 运动科学
- 数据科学数据科学数据科学
- 系统思维 系统思维
背景情况:
- 竞争性体育团队使用先进的系统来提高表现.
- 人工智能 (AI) 为管理体育复杂性和培养系统思维提供了解决方案.
研究的目的:
- 对体育管理中人工智能应用的文献进行审查.
- 评估支持AI在体育表现和医疗保健中的作用的研究.
主要方法:
- 在PubMed,Web of Science和Scopus上进行了系统的文献搜索.
- 选择和审查了32项专注于人工智能在体育表现和医疗保健方面的研究.
主要成果:
- 15项研究集中在表现上,17项研究集中在医疗保健上;足球是研究最多的运动.
- 人工智能方法包括基于树的技术 (36%),Ada/XGBoost (19%) 和神经网络 (9%).
- 研究涉及2823名运动员 (65.36%男性,34.64%女性).
结论:
- 人工智能越来越多地成为管理体育表现和医疗保健复杂性的组成部分.
- 这些发现有助于研究人员,从业者和决策者开发体育领域的实际AI应用.
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