Process discovery with context-aware process trees

作者:

Highlights:

• Context-aware process trees (CaT) are defined.

• An inductive context-aware discovery algorithm (CaDi) is proposed.

• CaDi produces trees that are context consistent, deterministic, and complete.

• CaDi discovers models of higher quality than the state-of-the-art.

• CaDi can be tuned to provide CaTs that are more explainable.

摘要

•Context-aware process trees (CaT) are defined.•An inductive context-aware discovery algorithm (CaDi) is proposed.•CaDi produces trees that are context consistent, deterministic, and complete.•CaDi discovers models of higher quality than the state-of-the-art.•CaDi can be tuned to provide CaTs that are more explainable.

论文关键词:Process discovery,Inductive mining,Context-aware process trees

论文评审过程:Received 7 December 2019, Accepted 17 April 2020, Available online 8 May 2020, Version of Record 9 February 2022.

论文官网地址:https://doi.org/10.1016/j.is.2020.101533