论文标题

一致性检查:最先进的文献评论

Conformance checking: A state-of-the-art literature review

论文作者

Dunzer, Sebastian, Stierle, Matthias, Matzner, Martin, Baier, Stephan

论文摘要

一致性检查是一组过程挖掘功能,将过程实例与给定的过程模型进行比较。它确定了过程实例的实际行为(“ AS-IS”)与其建模行为(“ to-be”)之间的偏差。尤其是在分析组织中合规性的背景下,目前正在获得动力 - 例如对于审核员。研究人员提出了各种符合性检查技术,这些技术旨在用于某些过程模型符号或特定应用程序,例如过程模型评估。本文回顾了37个学术出版物中描述的一系列一致性检查技术。它使用概念矩阵对沿“建模语言”,“算法类型”,“质量指标”和“透视”的技术进行了分类,以便从业者和研究人员可以更好地访问这些技术。矩阵突出了现有研究集中和盲点存在的维度。例如,过程矿工经常使用声明过程建模语言,但是一致性检查中的应用很少。同样,过程挖掘可以研究过程角色或过程指标,例如持续时间,但在分析控制流时范围缩小了一致性检查技术。未来的研究可能会构建支持这些被忽视的方法以检查的技术。

Conformance checking is a set of process mining functions that compare process instances with a given process model. It identifies deviations between the process instances' actual behaviour ("as-is") and its modelled behaviour ("to-be"). Especially in the context of analyzing compliance in organizations, it is currently gaining momentum -- e.g. for auditors. Researchers have proposed a variety of conformance checking techniques that are geared towards certain process model notations or specific applications such as process model evaluation. This article reviews a set of conformance checking techniques described in 37 scholarly publications. It classifies the techniques along the dimensions "modelling language", "algorithm type", "quality metric", and "perspective" using a concept matrix so that the techniques can be better accessed by practitioners and researchers. The matrix highlights the dimensions where extant research concentrates and where blind spots exist. For instance, process miners use declarative process modelling languages often, but applications in conformance checking are rare. Likewise, process mining can investigate process roles or process metrics such as duration, but conformance checking techniques narrow on analyzing control-flow. Future research may construct techniques that support these neglected approaches to conformance checking.

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