Discovery of Cancellation Regions within Process Mining Techniques

A. Kalenkova, I. Lomazova
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引用次数: 20

Abstract

Process mining is a relatively new field of computer science which deals with process discovery and analysis based on event logs. In this work we consider the problem of discovering workflow nets with cancellation regions from event logs. Cancellations occur in the majority of real-life event logs. In spite of huge amount of process mining techniques little has been done on cancellation regions discovery. We show that the state-based region algorithm gives labeled Petri nets with overcomplicated control flow structure for logs with cancellations. We propose a novel method to discover cancellation regions from the transition systems built on event logs and show the way to construct equivalent workflow net with reset arcs to simplify the control flow structure.
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过程挖掘技术中抵消区域的发现
过程挖掘是一个相对较新的计算机科学领域,它处理基于事件日志的过程发现和分析。在这项工作中,我们考虑从事件日志中发现具有取消区域的工作流网络的问题。大多数实际事件日志中都会出现取消事件。尽管有大量的工艺采矿技术,但在对消区发现方面做得很少。我们证明了基于状态的区域算法给出的标记Petri网具有过于复杂的控制流结构。提出了一种从基于事件日志的过渡系统中发现抵消区域的新方法,并提出了一种构造具有重置弧的等效工作流网络的方法,以简化控制流程结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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