Measuring the pitch control of professional football players using spatiotemporal tracking data

IF 2.6 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Journal of Physics Complexity Pub Date : 2023-01-26 DOI:10.1088/2632-072X/acb67d
Lewis Higgins, T. Galla, Brian Prestidge, T. Wyatt
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Abstract

We study pitch control in football, using data from six complete seasons of the English Premier League. Our objective is to investigate features of pitch control in the data. We process the data to ensure consistency of the tracking and event datasets. This represents the largest coherent dataset analysed in the literature and allows the observation of consistent patterns across several seasons’ data. We demonstrate that teams playing in front of a crowd at home control on average 2.9±0.2% more of the pitch than teams playing away, which reduces to 1.5±0.6% in matches played behind closed doors. We observe that match by match the difference in pitch control between the teams has a weak, positive correlation with the difference in expected goals (Pearson correlation R = 0.38). As a further manifestation of home advantage we find that in games which the two teams have equal pitch control, on average the home team accumulates greater expected goals ( 0.16±0.03 ). The concept of weighted pitch control is introduced, by assigning a weight to regions of the pitch. We demonstrate that pitch control of the penalty box of the out-of-possession team is negatively correlated with expected goals in each of the six seasons, and interpret this apparently counter-intuitive result.
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利用时空跟踪数据测量职业足球运动员的球场控制能力
我们使用来自英超联赛六个完整赛季的数据来研究足球中的球场控制。我们的目的是研究数据中变桨控制的特征。我们处理数据以确保跟踪数据集和事件数据集的一致性。这代表了文献中分析的最大的连贯数据集,并允许在几个季节的数据中观察一致的模式。我们证明,在主场观众面前比赛的球队比客场球队平均多控制2.9±0.2%的球场,而在闭门比赛中,这一比例降至1.5±0.6%。我们观察到,每场比赛中,球队之间球场控制的差异与预期进球的差异呈弱正相关(Pearson相关性R = 0.38)。作为主场优势的进一步表现,我们发现,在两队球场控制力相等的比赛中,主队平均累积了更大的预期进球(0.16±0.03)。通过给音高区域分配权重,引入了加权音高控制的概念。我们证明,在六个赛季的每一个赛季中,控球球队对禁区的球场控制都与预期进球呈负相关,并解释了这一明显违背直觉的结果。
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来源期刊
Journal of Physics Complexity
Journal of Physics Complexity Computer Science-Information Systems
CiteScore
4.30
自引率
11.10%
发文量
45
审稿时长
14 weeks
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