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A Framework to Support the Validation of Process Mining Inquiries

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

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Samenvatting

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.
Originele taal-2Engels
TitelBusiness Process Management Forum
SubtitelBPM 2024 Forum, Krakow, Poland, September 1–6, 2024, Proceedings
RedacteurenAndrea Marella, Manuel Resinas, Mieke Jans, Michael Rosemann
Plaats van productieCham
UitgeverijSpringer
Pagina's249-266
Aantal pagina's18
ISBN van elektronische versie978-3-031-70418-5
ISBN van geprinte versie978-3-031-70417-8
DOI's
StatusGepubliceerd - 30 aug. 2024
Evenement22nd Business Process Management Conference 2024, BPM 2024 - Krakow, Polen
Duur: 1 sep. 20246 sep. 2024

Publicatie series

Naam Lecture Notes in Business Information Processing (LNBIP)
Volume526
ISSN van geprinte versie1865-1348
ISSN van elektronische versie1865-1356

Congres

Congres22nd Business Process Management Conference 2024, BPM 2024
Verkorte titelBPM 2024
Land/RegioPolen
StadKrakow
Periode1/09/246/09/24

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