A Framework to Support the Validation of Process Mining Inquiries

Francesca Zerbato (Corresponding author), Marco Franceschetti, Barbara Weber

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Abstract

In exploratory process mining, analysts often start with limited knowledge of the log. As they seek to improve their understanding of the log, they develop expectations about what the results might be. Based on these expectations, they then make inquiries and translate them into queries against the log. However, during the analysis, analysts need to evaluate and compare the results of their queries to be able to validate them against their expectations. In this paper, we propose a framework to support process analysts in validating their query results and to enable them to reflect on their analytical process. The framework helps analysts to record their queries and results and allows them to characterize and compare the results obtained with different queries, thereby facilitating the validation process. We implemented the framework as a Python library that can be easily extended and integrated into existing process mining environments. We also demonstrated the usefulness of the framework through an extensive analysis of a real event log.
Original languageEnglish
Title of host publicationBusiness Process Management Forum
Subtitle of host publicationBPM 2024 Forum, Krakow, Poland, September 1–6, 2024, Proceedings
EditorsAndrea Marella, Manuel Resinas, Mieke Jans, Michael Rosemann
Place of PublicationCham
PublisherSpringer
Pages249-266
Number of pages18
ISBN (Electronic)978-3-031-70418-5
ISBN (Print)978-3-031-70417-8
DOIs
Publication statusPublished - 30 Aug 2024
Event22nd Business Process Management Conference 2024, BPM 2024 - Krakow, Poland
Duration: 1 Sept 20246 Sept 2024

Publication series

Name Lecture Notes in Business Information Processing (LNBIP)
Volume526
ISSN (Print)1865-1348
ISSN (Electronic)1865-1356

Conference

Conference22nd Business Process Management Conference 2024, BPM 2024
Abbreviated titleBPM 2024
Country/TerritoryPoland
CityKrakow
Period1/09/246/09/24

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