Lifecycle-Based Process Performance Analysis

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

2 Citaten (Scopus)

Samenvatting

Many business processes are supported by information systems that record their execution. Process mining techniques extract knowledge and insights from such process execution data typically stored in event logs or streams. Most process mining techniques focus on process discovery (the automated extraction of process models) and conformance checking (aligning observed and modeled behavior). Existing process performance analysis techniques typically rely on ad-hoc definitions of performance. This paper introduces a novel comprehensive approach to process performance analysis from event data. Our generic technique centers around business artifacts, key conceptual entities that behave according to state-based transactional lifecycle models. We present a formalization of these concepts as well as a structural approach to calculate and monitor process performance from event data. The approach has been implemented in the open source process mining tool ProM and its applicability has been evaluated using public real-life event data.

Originele taal-2Engels
TitelOn the Move to Meaningful Internet Systems. OTM 2018 Conferences - Confederated International Conferences
SubtitelCoopIS, C and TC, and ODBASE 2018, Proceedings
RedacteurenHenderik A. Proper, Robert Meersman, Claudio Agostino Ardagna, Hervé Panetto, Christophe Debruyne, Dumitru Roman
Plaats van productieCham
UitgeverijSpringer
Pagina's336-353
Aantal pagina's18
ISBN van elektronische versie978-3-030-02610-3
ISBN van geprinte versie978-3-030-02609-7
DOI's
StatusGepubliceerd - 22 okt 2018
EvenementConfederated International Conferences: Cooperative Information Systems, CoopIS 2018, Ontologies, Databases, and Applications of Semantics, ODBASE 2018, and Cloud and Trusted Computing, C and TC, held as part of OTM 2018 - Valletta, Malta
Duur: 22 okt 201826 okt 2018

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume11229 LNCS
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Congres

CongresConfederated International Conferences: Cooperative Information Systems, CoopIS 2018, Ontologies, Databases, and Applications of Semantics, ODBASE 2018, and Cloud and Trusted Computing, C and TC, held as part of OTM 2018
LandMalta
StadValletta
Periode22/10/1826/10/18

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Citeer dit

Hompes, B. F. A., & van der Aalst, W. M. P. (2018). Lifecycle-Based Process Performance Analysis. In H. A. Proper, R. Meersman, C. A. Ardagna, H. Panetto, C. Debruyne, & D. Roman (editors), On the Move to Meaningful Internet Systems. OTM 2018 Conferences - Confederated International Conferences: CoopIS, C and TC, and ODBASE 2018, Proceedings (blz. 336-353). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11229 LNCS). Cham: Springer. https://doi.org/10.1007/978-3-030-02610-3_19