Guided Process Discovery – A pattern-based approach

作者:

Highlights:

• The Guided Process Discovery (GPD) method is proposed to discover process models that are more comprehensible to stakeholders and suited to answer process questions.

• The GPD method uses domain knowledge expressed as activity patterns to connect low-level events to high-level activities.

• The application on a real-life event log of a hospital shows that the GPD method can be successfully applied in complex, real-life environments.

摘要

•The Guided Process Discovery (GPD) method is proposed to discover process models that are more comprehensible to stakeholders and suited to answer process questions.•The GPD method uses domain knowledge expressed as activity patterns to connect low-level events to high-level activities.•The application on a real-life event log of a hospital shows that the GPD method can be successfully applied in complex, real-life environments.

论文关键词:Process mining,Process discovery,Domain knowledge,Event logs,Event abstraction

论文评审过程:Received 17 December 2016, Revised 7 August 2017, Accepted 25 January 2018, Available online 21 March 2018, Version of Record 3 April 2018.

论文官网地址:https://doi.org/10.1016/j.is.2018.01.009