论文标题
启用地理业务流程建模
Geo-Enabled Business Process Modeling
论文作者
论文摘要
位置感知分析的最新进步在不同领域创造了新的机会。在过程采矿领域,使用地理位置的丰富过程模型有助于更好地了解如何在实践中执行过程活动。在本文中,我们介绍了我们对实现地理的过程建模的想法,并报告了我们的工业经验。为此,我们提出了一个现实世界中的案例研究,以描述考虑过程采矿中的位置的重要性。然后,我们讨论当前可用的流程挖掘工具的缺点,并提出了我们的新方法,以建模为基于地理位置的过程进行建模,以1)通过地理视觉化提高过程可解释性,2)将与位置相关的元数据纳入过程分析,以及3)使用基于位置的措施来评估过程性能。最后,我们按照未来的研究方向结束了论文。
Recent advancements in location-aware analytics have created novel opportunities in different domains. In the area of process mining, enriching process models with geolocation helps to gain a better understanding of how the process activities are executed in practice. In this paper, we introduce our idea of geo-enabled process modeling and report on our industrial experience. To this end, we present a real-world case study to describe the importance of considering the location in process mining. Then we discuss the shortcomings of currently available process mining tools and propose our novel approach for modeling geo-enabled processes focusing on 1) increasing process interpretability through geo-visualization, 2) incorporating location-related metadata into process analysis, and 3) using location-based measures for the assessment of process performance. Finally, we conclude the paper by future research directions.