Discovering and navigating a collection of process models using multiple quality dimensions

J.C.A.M. Buijs, B.F. Dongen, van, W.M.P. Aalst, van der

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

7 Citaten (Scopus)

Samenvatting

Process discovery algorithms typically aim at discovering a process model from an event log that best describes the recorded behavior. However, multiple quality dimensions can be used to evaluate a process model. In previous work we showed that there often is not one single process model that describes the observed behavior best in all quality dimensions. Therefore, we present an extension to our flexible ETM algorithm that does not result in a single best process model but in a collection of mutually non-dominating process models. This is achieved by constructing a Pareto front of process models. We show by applying our approach on a real life event log that the resulting collection of process models indeed contains several good candidates. Furthermore, by presenting a collection of process models, we show that it allows the user to investigate the different trade-offs between different quality dimensions. Keywords: Process mining; Process model quality; Process model collection
Originele taal-2Engels
TitelBusiness Process Management Workshops (BPM 2013 International Workshops, Beijing, China, August 26, 2013, Revised Papers)
RedacteurenN. Lohmann, M. Song, P. Wohed
Plaats van productieBerlin
UitgeverijSpringer
Pagina's3-14
ISBN van geprinte versie978-3-319-06256-3
DOI's
StatusGepubliceerd - 2014
Evenement9th International Workshop on Business Process Intelligence (BPI 2013) - Beijing, China
Duur: 26 aug. 201326 aug. 2013
Congresnummer: 9

Publicatie series

NaamLecture Notes in Business Information Processing
Volume171
ISSN van geprinte versie1865-1348

Workshop

Workshop9th International Workshop on Business Process Intelligence (BPI 2013)
Verkorte titelBPI 2013
Land/RegioChina
StadBeijing
Periode26/08/1326/08/13
Ander9th International Workshop on Business Process Intelligence

Vingerafdruk

Duik in de onderzoeksthema's van 'Discovering and navigating a collection of process models using multiple quality dimensions'. Samen vormen ze een unieke vingerafdruk.

Citeer dit