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SimuExplorer:乒乓球游戏模拟的可视化探索。

SimuExplorer: Visual Exploration of Game Simulation in Table Tennis.

出版信息

IEEE Trans Vis Comput Graph. 2023 Mar;29(3):1719-1732. doi: 10.1109/TVCG.2021.3130422. Epub 2023 Jan 30.

Abstract

We propose SimuExplorer, a visualization system to help analysts explore how player behaviors impact scoring rates in table tennis. Such analysis is indispensable for analysts and coaches, who aim to formulate training plans that can help players improve. However, it is challenging to identify the impacts of individual behaviors, as well as to understand how these impacts are generated and accumulated gradually over the course of a game. To address these challenges, we worked closely with experts who work for a top national table tennis team to design SimuExplorer. The SimuExplorer system integrates a Markov chain model to simulate individual and cumulative impacts of particular behaviors. It then provides flow and matrix views to help users visualize and interpret these impacts. We demonstrate the usefulness of the system with case studies and expert interviews. The experts think highly of the system and have obtained insights into players' behaviors using it.

摘要

我们提出了 SimuExplorer,这是一个可视化系统,可以帮助分析师探索玩家行为如何影响乒乓球的得分率。这种分析对于分析师和教练来说是必不可少的,他们的目标是制定可以帮助球员提高的训练计划。然而,要确定个人行为的影响,以及理解这些影响是如何在比赛过程中逐渐产生和积累的,这是具有挑战性的。为了解决这些挑战,我们与为一支顶级国家乒乓球队工作的专家密切合作,设计了 SimuExplorer。SimuExplorer 系统集成了马尔可夫链模型,以模拟特定行为的个体和累积影响。然后,它提供了流程和矩阵视图,以帮助用户可视化和解释这些影响。我们通过案例研究和专家访谈展示了系统的有用性。专家们对该系统给予了高度评价,并使用它深入了解了球员的行为。

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