在足球比赛中对球队动态的信息理论分析
Yi-Shan Cheng1, Acer Yu-Chan Chang2, Kenji Doya1
1Okinawa Institute of Science and Technology, Okinawa 9040412, Japan.
Entropy (Basel, Switzerland)
|March 28, 2025
概括
足球中的团队动态源于球员的互动. 通过相对距离和质量中心 (CoM) 来衡量集体定位,与球掌握有很强的相关性,表明出现了团队协调.
科学领域:
- 运动科学 运动科学 运动科学
- 复杂系统分析 复杂系统分析
- 信息理论 信息理论
背景情况:
- 团队动态对于足球比赛的结果至关重要.
- 了解从个人玩家互动中出现的集体行为是关键.
- 信息理论方法为团队协调提供了新的见解.
研究的目的:
- 用因果出现和图形理论来探索足球中新出现的团队级动态.
- 识别能够捕捉团队结构,协调和空间关系的宏观特征.
- 为了将新出现的属性与拥有球和游戏阶段相关联.
主要方法:
- 利用了34场J联赛足球比赛的跟踪数据.
- 应用因果出现和图形理论来分析玩家互动和团队动态.
- 选择相对距离到场中心,质量中心 (CoM) 和聚类系数作为宏观特征的相对距离.
主要成果:
- 使用相对距离和CoM的平均因果出现与球占有率差异有很强的相关性.
- 聚类系数与球占有有较弱的相关性,表明局部相互作用.
- 相对距离和COM在攻击阶段比防御阶段表现出更高的因果出现.
结论:
- 足球中有效的团队协调的特点是集体定位的新兴模式.
- 集体定位 (相对距离,CoM) 是一个重要的新兴属性,影响球占有.
- 调查结果为辅导和绩效分析提供了洞察力,以提高团队动态.
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