Stochastic process mining: Earth movers’ stochastic conformance

作者:

Highlights:

• Frequencies – how often paths are used in a process – matter in process mining.

• This stochastic perspective is often ignored in conformance checking techniques.

• We introduce stochastic log–log, log–model and model–model comparison techniques.

• These are feasible, and enable detailed insights into processes’ differences.

摘要

•Frequencies – how often paths are used in a process – matter in process mining.•This stochastic perspective is often ignored in conformance checking techniques.•We introduce stochastic log–log, log–model and model–model comparison techniques.•These are feasible, and enable detailed insights into processes’ differences.

论文关键词:Process mining,Conformance checking,Stochastic process mining

论文评审过程:Received 14 February 2020, Revised 26 September 2020, Accepted 24 January 2021, Available online 6 February 2021, Version of Record 10 August 2021.

论文官网地址:https://doi.org/10.1016/j.is.2021.101724