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通过路径预测了足球中的射击结果
1Department of Information Science Technology, University of Houston, Houston, TX, 77204, USA. scao7@central.uh.edu.
Scientific reports
|April 26, 2024
概括
传球路径显著影响足球投篮结果. 快速球移动到高概率得分区域可以增加成功的机会,为有效的比赛提供新的见解.
科学领域:
- 运动科学 运动科学 运动科学
- 足球分析 足球分析
- 运动中的机器学习
背景情况:
- 对影响足球投篮成功的因素进行了广泛的研究.
- 通过路径对射击结果的影响受到有限的关注.
- 了解这些因素对于提高球员和团队表现至关重要.
研究的目的:
- 调查传球路径如何影响足球投篮结果.
- 识别通过路径的关键特征,预测射击成功.
- 填补足球分析现有文献中的空白.
主要方法:
- 从顶级足球联赛和国际比赛中对34,938次投篮进行了定性分析.
- 18个路径特征的提取和应用到三个机器学习模型中.
- 预测准确度的比较,并没有定位射击信息.
主要成果:
- 通过路径的特征可以显著预测射击结果,即使没有位置数据.
- 确定了影响球路径的关键特征,突出了有效的球运动策略.
- 快速球移动到高概率得分区可以提高击球成功率.
结论:
- 传球路径是足球投篮成功的一个关键,未被充分研究的决定因素.
- 战略性球运动和定位比传统的度量比如传球分布或路径长度更有影响力.
- 调查结果为优化进攻比赛和提高得分效率提供了可操作的见解.
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