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Conformance checking based on multi-perspective declarative process models

机译:基于多角度声明式过程模型的一致性检查

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摘要

Process mining is a family of techniques that aim at analyzing business process execution data recorded in event logs. Conformance checking is a branch of this discipline embracing approaches for verifying whether the behavior of a process, as recorded in a log, is in line with some expected behavior provided in the form of a process model. Recently, techniques for conformance checking based on declarative specifications have been developed. Such specifications are suitable to describe processes characterized by high variability. However, an open challenge in the context of conformance checking with declarative models is the capability of supporting multi-perspective specifications. This means that declarative models used for conformance checking should not only describe the process behavior from the control flow point of view, but also from other perspectives like data or time. In this paper, we close this gap by presenting an approach for conformance checking based on MP-Declare, a multi-perspective version of the declarative process modeling language Declare. The approach has been implemented in the process mining tool ProM and has been experimented using artificial and real-life event logs.
机译:流程挖掘是旨在分析事件日志中记录的业务流程执行数据的一系列技术。一致性检查是该学科采用方法的一个分支,用于验证日志中记录的过程行为是否符合以过程模型形式提供的某些预期行为。近来,已经开发了用于基于声明性规范的一致性检查的技术。这样的规范适合描述以高可变性为特征的过程。但是,在使用声明性模型进行一致性检查的情况下,一个开放的挑战是支持多角度规范的能力。这意味着用于一致性检查的声明性模型不仅应从控制流的角度描述过程行为,而且还应从其他角度(例如数据或时间)描述过程行为。在本文中,我们通过提出一种基于MP-Declare(一种多角度版本的声明性过程建模语言Declare)的一致性检查方法来弥合这一差距。该方法已在过程挖掘工具ProM中实现,并已使用人工和现实事件日志进行了试验。

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