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Application of multivariant decision tree technique in high performance football: The female and male corner kick

机译:多元决策树技术在高性能足球中的应用:男女角球

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摘要

The use of multidimensional statistical technique based on decision trees is of recent application in sports science. In the case of football, this technique has not yet been sufficiently proven. The aim of the present study was to search for different success models for the corners in the FIFA World Cup 2014 and FIFA Women's World Cup 2015. For this, the statistical analysis focused on the search for classification models for the different criteria considered (shot, shot between the three posts and goal), based on the creation of different decision trees that allow the most important variables to be identified quickly and efficiently. For this, 1117 corners were collected between the two competitions, performed in 116 international matches. It has been possible to establish multivariate models for the "shot" and "shot between the three posts" criteria, allowing, in some cases, to quadruple the potential for offensive success. On the other hand, we have been able to identify significant differences in the male and female model of execution. These findings suggest the need to continue deepening the study of tactical behavior in women's soccer from a multivariate perspective, and also propose a better optimization of the management and training of this type of actions for both male and female football. In addition, it has allowed to test the decision tree statistical technique in the analysis of high performance football, with satisfactory results and of great relevance in the applied field.
机译:基于决策树的多维统计技术的使用是最近在体育科学中的应用。在足球方面,这种技术尚未得到充分证明。本研究旨在为2014年FIFA世界杯和2015年FIFA女足世界杯寻找成功的不同模型。为此,统计分析着重于针对考虑的不同标准(射击,在三个职位和目标之间进行拍摄),基于创建不同的决策树,从而可以快速,有效地识别最重要的变量。为此,两次比赛之间共收集了1117个角球,参加了116场国际比赛。可以为“射击”和“三个职位之间的射击”标准建立多元模型,在某些情况下,可以使进攻成功的可能性提高四倍。另一方面,我们已经能够确定男性和女性执行模型之间的显着差异。这些发现表明,需要从多元角度继续深化女子足球战术行为的研究,并且还建议对男女足球这类动作的管理和训练进行更好的优化。此外,它还允许在高性能足球分析中测试决策树统计技术,具有令人满意的结果并且在应用领域中具有重要意义。

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