cs.AI updates on arXiv.org 07月18日 12:13
Transforming Football Data into Object-centric Event Logs with Spatial Context Information
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本文提出一种将足球数据转化为对象中心事件日志的框架,并讨论了不同过程表示下的结果,为足球分析领域提供首个对象中心事件日志实例。

arXiv:2507.12504v1 Announce Type: cross Abstract: Object-centric event logs expand the conventional single-case notion event log by considering multiple objects, allowing for the analysis of more complex and realistic process behavior. However, the number of real-world object-centric event logs remains limited, and further studies are needed to test their usefulness. The increasing availability of data from team sports can facilitate object-centric process mining, leveraging both real-world data and suitable use cases. In this paper, we present a framework for transforming football (soccer) data into an object-centric event log, further enhanced with a spatial dimension. We demonstrate the effectiveness of our framework by generating object-centric event logs based on real-world football data and discuss the results for varying process representations. With our paper, we provide the first example for object-centric event logs in football analytics. Future work should consider variant analysis and filtering techniques to better handle variability

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足球分析 对象中心事件日志 过程挖掘
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