量化精英网球运动员在比赛期间的技术战术多样性
Zichen Zhao1, Yixiong Cui2, Miguel-Ángel Gómez2,3
1Sports Coaching College, Beijing Sport University, Beijing, China.
Frontiers in sports and active living
|October 9, 2025
概括
网球的技术战术多样性不会预测比赛结果,但性别和比赛结果会影响击球选择. 精英球员在赢得比赛时,从技术稳定中获益更多,而不是从多样性中.
科学领域:
- 运动科学 运动科学 运动科学
- 网球分析 网球分析
- 绩效分析 绩效分析
背景情况:
- 了解技术战术多样性对于分析精英网球表现至关重要.
- 之前的研究还没有充分探讨职业网球中的表现多样性,比赛结果和性别之间的关系.
研究的目的:
- 模拟精英网球运动员的技术战术性能多样性.
- 调查比赛结果和性别对绩效多样性的影响.
- 确定技术战术多样性是否可以预测比赛成功.
主要方法:
- 收集了2023年澳大利亚公开赛和美国公开赛236场单打比赛的比赛表现数据.
- 计算了五个技术战术指标的标准值,以量化玩家的多样性.
- 采用线性混合模型 (LMM) 来分析匹配结果和性别对绩效多样性的影响.
主要成果:
- 在绩效多样性上,匹配结果和性别之间没有显著的相互作用.
- 匹配结果和性别独立地影响了射门类型,地面冲击方向和首发分配.
- 输球的球员表现出更大的投篮类型多样性;男性球员在投篮和前手方向方面表现出更多的多样性,但在后手和第一发球方面相比女性更少.
结论:
- 技术战术多样性是球员风格的特征,但不能可靠地预测比赛结果.
- 对于精英球员来说,技术稳定比多样性更为关键.
- 为男性和女性球员提供了建议,以提高提高排名的特定技能.
相关概念视频
Weighted Mean
6.2K
While taking the arithmetic, geometric, or harmonic mean of a sample data set, equal importance is assigned to all the data points. However, all the values may not always be equally important in some data sets. An intrinsic bias might make it more important to give more weightage to specific values over others.
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
6.2K
Social Facilitation
36.0K
Not all intergroup interactions lead to negative outcomes. Sometimes, being in a group situation can improve performance. Social facilitation occurs when an individual performs better when an audience is watching than when the individual performs the behavior alone. This typically occurs when people are performing a task for which they are skilled.
36.0K
Force and Momentum
23.0K
Force and momentum are intimately related. Force acting over time can change momentum, and Newton's second law of motion can be stated in its most broadly applicable form in terms of momentum. Momentum can be applied to systems where the mass is changing, such as rockets, as well as to systems of constant mass. Also, momentum continues to be a key concept in the study of atomic and subatomic particles in quantum mechanics. One can consider systems with varying mass in some detail; however, the...
23.0K
Wilcoxon Signed-Ranks Test for Matched Pairs
459
The Wilcoxon signed-rank test for matched pairs evaluates the null hypothesis by combining the ranks of differences with their signs. It essentially tests whether the median of the differences in a population of matched pairs is zero. Since the test incorporates more information than the sign test, it generally yields more trustable conclusions. This test also does not require the data to follow a normal distribution, but two conditions must be met for it to be applicable: (1) the data must...
459
Kendall's Tau Test
1.1K
Kendall's tau test, also known as the Kendall rank coefficient test, is a nonparametric method for assessing association between two variables. This test is particularly useful for identifying significant correlations when the distributions of the sample and population are unknown. Developed in 1938 by the British statistician Sir Maurice George Kendall, the tau coefficient (denoted as τ) serves as a rank correlation coefficient, with values ranging from -1 to +1.
A τ value of +1 indicates...
A τ value of +1 indicates...
1.1K
Variability: Analysis
444
Measures of variability are statistical metrics that reveal the dispersion pattern within a dataset. They are pivotal in biostatistics, providing insights into the heterogeneity within health and biological data. Variability signifies the degree to which data points diverge from one another, helping researchers understand the potential range of values and associated uncertainty within the data.
The range is a simple measure of variability, indicating the difference between the highest and...
The range is a simple measure of variability, indicating the difference between the highest and...
444


