Comparison of individual playing styles in football

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-27 DOI:10.1515/jqas-2024-0041
Tianyu Guan, Sumit Sarkar, Tim B. Swartz
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Abstract

This paper attempts to identify football players who have a similar style to a player of interest. Playing style is not adequately quantified with traditional statistics, and therefore style statistics are created using tracking data. Tracking data allow us to monitor players throughout a match, and therefore include both “on-the-ball” and “off-the-ball” observations. Having developed style features, tractable discrepancy measures are introduced that are based on Kullback–Leibler divergence in the context of multivariate normal distributions. Examples are provided where a pool of players from the Chinese Super League are identified as having a playing style that is similar to players of interest.
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足球运动中个人比赛风格的比较
本文试图找出与相关球员风格相似的足球运动员。传统的统计方法无法充分量化球员的踢球风格,因此我们使用跟踪数据来创建风格统计。跟踪数据允许我们在整场比赛中对球员进行监控,因此包括 "球内 "和 "球外 "观察。在开发了风格特征后,我们引入了基于多变量正态分布中库尔贝-莱布勒发散的可操作性差异度量。举例说明了从中国足球超级联赛球员库中识别出与相关球员具有相似比赛风格的球员。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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