Process Mining meets argumentation: Explainable interpretations of low-level event logs via abstract argumentation

作者:

Highlights:

• We propose a method for interpreting trace events in terms of abstract activities.

• Multiple alternative interpretations of a trace may exist.

• The interpretation problem is encoded into an Abstract Argumentation Framework (AAF).

• We compute interpretations and explanations by solving AAF acceptance problems.

• The proposal is empirically shown to be valid and efficient.

摘要

•We propose a method for interpreting trace events in terms of abstract activities.•Multiple alternative interpretations of a trace may exist.•The interpretation problem is encoded into an Abstract Argumentation Framework (AAF).•We compute interpretations and explanations by solving AAF acceptance problems.•The proposal is empirically shown to be valid and efficient.

论文关键词:Business process intelligence,Log abstraction,Abstract argumentation

论文评审过程:Received 2 March 2021, Revised 20 November 2021, Accepted 17 January 2022, Available online 25 January 2022, Version of Record 2 February 2022.

论文官网地址:https://doi.org/10.1016/j.is.2022.101987