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板球中的个人和团队表现
Onkar Sadekar1, Sandeep Chowdhary1, M S Santhanam2
1Department of Network and Data Science, Central European University, Vienna 1100, Austria.
Royal Society open science
|July 18, 2024
概括
这项研究分析了一日国际板球比赛的表现,揭示了个人成功的高峰可以随时发生,而团队的胜利/失利发生在连续. 早期数据预测了球员的长期表现,突出了个人技能和团队动态之间的相互作用,以实现集体成功.
科学领域:
- 运动科学 运动科学 运动科学
- 数据分析数据分析数据分析.
- 人类表现的人类表现.
背景情况:
- 技术进步使得体育领域的大规模,细粒度的数据收集成为可能.
- 这些数据彻底改变了对人类表现的分析.
- 一日国际板球是全球流行的一项运动,具有丰富的绩效数据.
研究的目的:
- 提供第一份对一日国际板球个人和球队表现的综合分析.
- 调查个人成功和职业发展轨迹的时间模式.
- 了解球队连胜连败的动态以及球员角色和队长的影响.
主要方法:
- 单个球员表现数据的定量分析.
- 时间模式分析以识别职业峰值和绩效预测.
- 连胜的统计分析和球员贡献指标.
- 在担任队长之前和之后对球员表现的比较分析.
主要成果:
- 个人最佳表现可以发生在任何职业生涯阶段,通常由一组高性能游戏先行.
- 从职业生涯早期的数据来看,球员的长期表现是可以预测的.
- 球员排除与表现下降有关,但也与随后的回归有关.
- 球队表现出连续连胜连败的表现.
- 团队的成功需要不同专业角色 (开球员,全程球员,门将) 的平衡贡献.
- 队长提升了击球员的表现,而不是投手的表现.
结论:
- 个人表现模式和团队动态是相互关联的,大大影响了板球中的集体结果.
- 数据驱动的洞察力可以优化球员发展,团队战略和绩效预测.
- 了解这些复杂的相互作用对于最大限度地提高团队在职业体育中的成功至关重要.
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