Conformance checking of partially matching processes: An entropy-based approach

作者:

Highlights:

• Proposes entropy-based precision and recall conformance measures for process mining.

• The proposed measures address the problem of partial matching of traces.

• Presents properties for conformance measures that address partial matching of traces.

• Discusses the implementation details of the proposed precision and recall measures.

• Reports on an extensive evaluation based on our publicly available implementation.

摘要

•Proposes entropy-based precision and recall conformance measures for process mining.•The proposed measures address the problem of partial matching of traces.•Presents properties for conformance measures that address partial matching of traces.•Discusses the implementation details of the proposed precision and recall measures.•Reports on an extensive evaluation based on our publicly available implementation.

论文关键词:Process mining,Conformance checking,Partial matching,Properties,Entropy

论文评审过程:Received 7 December 2019, Revised 7 January 2021, Accepted 13 January 2021, Available online 20 January 2021, Version of Record 9 February 2022.

论文官网地址:https://doi.org/10.1016/j.is.2021.101720