The automated discovery of hybrid processes

Fabrizio Maria Maggi; Tijs Slaats; Hajo A. Reijers

doi:10.1007/978-3-319-10172-9_27

The automated discovery of hybrid processes

Fabrizio Maria Maggi, Tijs Slaats, Hajo A. Reijers

34 Citationer (Scopus)

Abstract

The declarative-procedural dichotomy is highly relevant when choosing the most suitable process modeling language to represent a discovered process. Less-structured processes with a high level of variability can be described in a more compact way using a declarative language. By contrast, procedural process modeling languages seem more suitable to describe structured and stable processes. However, in various cases, a process may incorporate parts that are better captured in a declarative fashion, while other parts are more suitable to be described procedurally. In this paper, we present a technique for discovering from an event log a so-called hybrid process model. A hybrid process model is hierarchical, where each of its sub-processes may be specified in a declarative or procedural fashion. We have implemented the proposed approach as a plug-in of the ProM platform. To evaluate the approach, we used our plug-in to mine a real-life log from a financial context.

Originalsprog	Engelsk
Titel	Business Process Management : 12th International Conference, BPM 2014, Haifa, Israel, September 7-11, 2014. Proceedings
Redaktører	Shazia Sadiq, Pnina Soffer, Hagen Völzer
Antal sider	8
Forlag	Springer
Publikationsdato	2014
Sider	392-399
ISBN (Trykt)	978-3-319-10171-2
ISBN (Elektronisk)	978-3-319-10172-9
DOI	https://doi.org/10.1007/978-3-319-10172-9_27
Status	Udgivet - 2014
Udgivet eksternt	Ja
Begivenhed	12th International Conference on Business Process Management - Haifa, Israel Varighed: 7 sep. 2014 → 11 sep. 2014 Konferencens nummer: 12

Konference

Konference	12th International Conference on Business Process Management
Nummer	12
Land/Område	Israel
By	Haifa
Periode	07/09/2014 → 11/09/2014

Navn	Lecture notes in computer science
Vol/bind	8659
ISSN	0302-9743

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10.1007/978-3-319-10172-9_27

Citationsformater

The automated discovery of hybrid processes. / Maggi, Fabrizio Maria; Slaats, Tijs; Reijers, Hajo A.
Business Process Management: 12th International Conference, BPM 2014, Haifa, Israel, September 7-11, 2014. Proceedings. red. / Shazia Sadiq; Pnina Soffer; Hagen Völzer. Springer, 2014. s. 392-399 (Lecture notes in computer science, Bind 8659).

Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › peer review

Maggi, FM, Slaats, T & Reijers, HA 2014, The automated discovery of hybrid processes. i S Sadiq, P Soffer & H Völzer (red), Business Process Management: 12th International Conference, BPM 2014, Haifa, Israel, September 7-11, 2014. Proceedings. Springer, Lecture notes in computer science, bind 8659, s. 392-399, 12th International Conference on Business Process Management, Haifa, Israel, 07/09/2014. https://doi.org/10.1007/978-3-319-10172-9_27

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abstract = "The declarative-procedural dichotomy is highly relevant when choosing the most suitable process modeling language to represent a discovered process. Less-structured processes with a high level of variability can be described in a more compact way using a declarative language. By contrast, procedural process modeling languages seem more suitable to describe structured and stable processes. However, in various cases, a process may incorporate parts that are better captured in a declarative fashion, while other parts are more suitable to be described procedurally. In this paper, we present a technique for discovering from an event log a so-called hybrid process model. A hybrid process model is hierarchical, where each of its sub-processes may be specified in a declarative or procedural fashion. We have implemented the proposed approach as a plug-in of the ProM platform. To evaluate the approach, we used our plug-in to mine a real-life log from a financial context.",

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AB - The declarative-procedural dichotomy is highly relevant when choosing the most suitable process modeling language to represent a discovered process. Less-structured processes with a high level of variability can be described in a more compact way using a declarative language. By contrast, procedural process modeling languages seem more suitable to describe structured and stable processes. However, in various cases, a process may incorporate parts that are better captured in a declarative fashion, while other parts are more suitable to be described procedurally. In this paper, we present a technique for discovering from an event log a so-called hybrid process model. A hybrid process model is hierarchical, where each of its sub-processes may be specified in a declarative or procedural fashion. We have implemented the proposed approach as a plug-in of the ProM platform. To evaluate the approach, we used our plug-in to mine a real-life log from a financial context.

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The automated discovery of hybrid processes

Abstract

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