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UnFOOT: Unsupervised Football Analytics Tool

机译:UnFOOT:无人监督的足球分析工具

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摘要

Labelled football (soccer) data is hard to acquire and it usually needs humans to annotate the match events. This process makes it more expensive to be obtained by smaller clubs. UnFOOT (Unsupervised Football Analytics Tool) combines data mining techniques and basic statistics to measure the performance of players and teams from positional data. The capabilities of the tool involve preprocessing the match data, extraction of features, visualization of player and team performance. It also has built-in data mining techniques, such as association rule mining, subgroup discovery and a proposed approach to look for frequent distributions.
机译:带有标签的足球(足球)数据很难获取,通常需要人工对比赛事件进行注释。该过程使得由较小的球杆获得更昂贵。 UnFOOT(无监督足球分析工具)结合了数据挖掘技术和基本统计​​信息,可以根据位置数据来衡量球员和球队的表现。该工具的功能包括对比赛数据进行预处理,特征提取,球员和团队表现的可视化。它还具有内置的数据挖掘技术,例如关联规则挖掘,子组发现和一种用于查找频繁分布的建议方法。

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