Stage-based discovery of business process models from event logs

作者:

Highlights:

• We contribute a modularity-based technique to identify stages from an event log.

• We contribute a technique to discover process models based on stage decompositions.

• We evaluate model accuracy and complexity using public real-life event logs.

• The stage identification technique finds stages close to those identified by humans.

• The discovery technique outperforms existing flat and divide-and-conquer baselines.

摘要

•We contribute a modularity-based technique to identify stages from an event log.•We contribute a technique to discover process models based on stage decompositions.•We evaluate model accuracy and complexity using public real-life event logs.•The stage identification technique finds stages close to those identified by humans.•The discovery technique outperforms existing flat and divide-and-conquer baselines.

论文关键词:Process mining,Automated process discovery,Modularity

论文评审过程:Received 31 January 2018, Revised 27 March 2019, Accepted 6 May 2019, Available online 20 May 2019, Version of Record 29 May 2019.

论文官网地址:https://doi.org/10.1016/j.is.2019.05.002