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Abstract
Artifact-centric process models aim to describe complex processes as a collection of interacting artifacts. Recent development in process mining allow for the discovery of such models. However, the focus is often on the representation of the individual artifacts rather than their interactions. Based on event data we can automatically discover composite state machines representing artifact-centric processes. Moreover, we provide ways of visualizing and quantifying interactions among different artifacts. For example, we are able to highlight strongly correlated behaviours in different artifacts. The approach has been fully implemented as a ProM plug-in; the CSM Miner provides an interactive artifact-centric process discovery tool focussing on interactions. The approach has been evaluated using real life data sets, including the personal loan and overdraft process of a Dutch financial institution.
Original language | English |
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Title of host publication | 2017 IEEE 19th Conference on Business Informatics (CBI), Business Informatics (CBI), 24-27 July 2017, Thessaloniki, Greece |
Publisher | Institute of Electrical and Electronics Engineers |
Pages | 109-118 |
Number of pages | 10 |
ISBN (Electronic) | 978-1-5386-3036-5 |
ISBN (Print) | 978-1-5386-3036-5 |
DOIs | |
Publication status | Published - 14 Aug 2017 |
Event | 19th IEEE Conference on Business Informatics, CBI 2017 - Tessaloniki, Greece Duration: 24 Jul 2017 → 26 Jul 2017 Conference number: 19 |
Conference
Conference | 19th IEEE Conference on Business Informatics, CBI 2017 |
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Abbreviated title | CBI 2017 |
Country/Territory | Greece |
City | Tessaloniki |
Period | 24/07/17 → 26/07/17 |
Keywords
- Artifact-centric Processes
- Measures of Interestingness
- Process mining
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Dive into the research topics of 'Guided interaction exploration in artifact-centric process models'. Together they form a unique fingerprint.Projects
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Research areas
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Perinatal Medicine
van der Hout-van der Jagt, M. B. (Content manager) & Delvaux, E. (Content manager)
Impact: Research Topic/Theme (at group level)