从青少年足球运动员的3胜2负小组赛中寻找有效策略

IF 0.9 4区 医学 Q4 REHABILITATION
Kinesiology Pub Date : 2019-06-30 DOI:10.26582/K.51.1.7
R. Leser, T. Hoch, Xiaoying Tan, Bernhard Moser, G. Kellermayr, A. Baca
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引用次数: 5

摘要

大多数现有的游戏分析尝试没有充分考虑情境背景信息来评估战术行为。本案例研究的目的是将一种新的分析方法应用于小规模比赛,并据此识别和分析3比2比赛中战术模式的效率,迄今为止,这种方法仅用于足球中的1比1分析。因此,通过视频和位置跟踪系统记录了279场由一支精英青年足球队进行的比赛。数据是通过新方法处理的,包括无监督的机器学习例程和人工智能方法。使用两个关键时刻来分析特定比赛中发生的战术模式:T0(射门时刻)和T1(射门前最后一次动作的时刻)。在这两个时刻,考虑到形势的时空背景,发现了典型的战术模式。通过结合这两个时刻的模式,识别出隐藏的战术策略并计算其效率。最重要的结果是,当通过靠近球门线的侧翼进行进攻时,进攻尝试的得分概率最高,并且在射门前的最后一传是逆着比赛方向传向球场中心的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Finding efficient strategies in 3-versus-2 small-sided games of youth soccer players
Most existing game analysis attempts do not consider situational context information sufficiently for the assessments of tactical behaviour. The purpose of this case study was to apply a new analysis approach, so far only used for 1-versus-1 analyses in soccer, to small-sided games and to identify and analyse therewith the efficiency of tactical patterns in 3-versus-2 game play. Therefore, 279 games, performed by an elite youth soccer team, were recorded by video and a position tracking system. The data was processed by the new approach, including unsupervised machine learning routines and artificial intelligence methods. Two crucial moments were used to analyse the occurring tactical patterns for the specific game: T0 (time instant of the shot) and T1 (time instant of the last action before the shot). For both moments typical tactical patterns, considering the spatio-temporal context of the situations were found. By combining the patterns of both moments, hidden tactical strategies were identified and their efficiencies calculated. The most significant result is that offence attempts have the highest scoring probability when played via the wings near to the goal line and the final pass, before the shot, is given against the playing direction into the centre of the field.
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来源期刊
Kinesiology
Kinesiology REHABILITATION-SPORT SCIENCES
CiteScore
1.90
自引率
8.30%
发文量
16
审稿时长
>12 weeks
期刊介绍: Kinesiology – International Journal of Fundamental and Applied Kinesiology (print ISSN 1331- 1441, online ISSN 1848-638X) publishes twice a year scientific papers and other written material from kinesiology (a scientific discipline which investigates art and science of human movement; in the meaning and scope close to the idiom “sport sciences”) and other adjacent human sciences focused on sport and exercise, primarily from anthropology (biological and cultural alike), medicine, sociology, psychology, natural sciences and mathematics applied to sport in its broadest sense, history, and others. Contributions of high scientific interest, including also results of theoretical analyses and their practical application in physical education, sport, physical recreation and kinesitherapy, are accepted for publication. The following sections define the scope of the journal: Sport and sports activities, Physical education, Recreation/leisure, Kinesiological anthropology, Training methods, Biology of sport and exercise, Sports medicine and physiology of sport, Biomechanics, History of sport and Book reviews with news.
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