论文标题

密码:更好地理解足球通行证的动力

PassVizor: Toward Better Understanding of the Dynamics of Soccer Passes

论文作者

Xie, Xiao, Wang, Jiachen, Liang, Hongye, Deng, Dazhen, Cheng, Shoubin, Zhang, Hui, Chen, Wei, Wu, Yingcai

论文摘要

在足球中,传球是球员之间最常见的互动,并且在创造分数机会中起着重要作用。专家有兴趣分析玩家的传球行为以学习传球策略,即玩家如何通过传球来攻击。已经提出了各种方法来促进通过策略的分析。但是,尚未对团队采用的策略在比赛中的动态变化进行全面研究。为了解决这个问题,我们与领域专家密切合作,并表征了要求,以分析团队通过策略的动态变化。为了表征每次攻击所采用的通过策略,我们提出了一种基于主题的方法,该方法提供了复杂通过行为的高级抽象。基于该模型,我们提出了一种基于字形的设计,以揭示在攻击不同阶段(包括玩家身份,空间上下文和形成)中传递策略的多变量信息。我们进一步设计和开发视觉分析系统Pastvizor,以支持对传递动态的全面分析。使用该系统,用户可以检测传递策略的变化模式,并检查评估通过策略的详细传递过程。我们邀请专家使用PassVizor进行分析,并通过专家面试来证明系统的可用性。

In soccer, passing is the most frequent interaction between players and plays a significant role in creating scoring chances. Experts are interested in analyzing players' passing behavior to learn passing tactics, i.e., how players build up an attack with passing. Various approaches have been proposed to facilitate the analysis of passing tactics. However, the dynamic changes of a team's employed tactics over a match have not been comprehensively investigated. To address the problem, we closely collaborate with domain experts and characterize requirements to analyze the dynamic changes of a team's passing tactics. To characterize the passing tactic employed for each attack, we propose a topic-based approach that provides a high-level abstraction of complex passing behaviors. Based on the model, we propose a glyph-based design to reveal the multi-variate information of passing tactics within different phases of attacks, including player identity, spatial context, and formation. We further design and develop PassVizor, a visual analytics system, to support the comprehensive analysis of passing dynamics. With the system, users can detect the changing patterns of passing tactics and examine the detailed passing process for evaluating passing tactics. We invite experts to conduct analysis with PassVizor and demonstrate the usability of the system through an expert interview.

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