This paper draws correlations between several challenges and opportunities within the area of team sports analytics and key research areas within multiagent systems (MAS). We specifically consider invasion games, defined as sports where players invade the opposing team's territory and can interact anywhere on a playing surface such as ice hockey, soccer, and basketball. We argue that MAS is well-equipped to study invasion games and will benefit both MAS and sports analytics fields. Our discussion highlights areas for MAS implementation and further development along two axes: short-term in-game strategy (coaching) and long-term team planning (management).
翻译:本文探讨了团队运动分析中的若干挑战与机遇,并将其与多智能体系统(MAS)的关键研究领域相关联。我们重点研究入侵类游戏(定义为运动员侵入对方领地并可在场地上任意位置互动的运动,如冰球、足球和篮球)。我们认为,MAS具备充分条件来研究入侵类游戏,这将同时造福MAS和运动分析领域。我们的讨论聚焦于两个维度的MAS应用与进一步发展方向:短期比赛策略(教练指导)与长期团队规划(管理决策)。