用聚类分析识别足球队的踢球风格

Fabian Alberto Romero Clavijo, R. Drews, R. A. Denardi, B. Travassos, U. Corrêa
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摘要

本研究的目的是表征足球队进攻和防守的表现模式,以及整个比赛中球队之间的关系。使用两台摄像机记录了2018年巴西杯u20组决赛的第一回合和第二回合。分析了两场足球比赛中的312个进攻和防守序列。在整个比赛过程中跟踪所有球员和球,然后测量符号和时空变量:攻击持续时间、每次攻击的动作数、占用的面积、球队质心、动作数与攻击持续时间之比、总质心轨迹和球位移。使用Ward最小方差法对这些变量进行分组。结果表明:(1)各参赛队在比赛内、比赛间的攻防打法存在差异;(ii)位置和位移等空间变量对分离格局的贡献最大;(iii)在整个游戏过程中,团队间的同步性揭示了不同的结果;(四)特定的进攻模式导致射门。我们得出的结论是,足球队在比赛中和比赛间会改变他们的比赛风格;位置和位移等空间变量对分离模式的贡献最大;团队间的关系在整个游戏中表现出同步性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of football teams styles of play by cluster analysis
The aim of this study was to characterize performance patterns of attack and defence of football teams, and the inter-team's relation throughout the game. First and second leg of the Brazilian Cup Final 2018 Under-20 category were recorded using two video cameras. Three hundred twelve attacks and defences sequences in the two football matches were analyzed. All players and the ball were tracked throughout the matches, then notational and spatiotemporal variables were measured: attack duration, number of actions per attack, occupied area, team centroid, ratio between number of action and attack duration, total centroid trajectory, and ball displacement. Those variables were grouped using Ward's minimum variance method. The results showed that: (i) teams presented variated styles of play in attack and defence intra and intermatches; (ii) spatial variables such as positions and displacements contributed the most to separate the patterns; (iii) the interteams synchrony found throughout the game revealed different outcomes; and (iv) specific attacking patterns led to shoot to goal. We concluded that football teams vary their style of play within match and intermatches; spatial variables such as positions and displacements contributed the most to separate the patterns; and the interteam relation revealed synchrony throughout the game.
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