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Online discovery of cooperative structures in business processes
- Source :
- On the Move to Meaningful Internet Systems: OTM 2016 Conferences: Confederated International Conferences: CoopIS, C&TC, and ODBASE 2016, Rhodes, Greece, October 24-28, 2016, Proceedings, 210-228, STARTPAGE=210;ENDPAGE=228;TITLE=On the Move to Meaningful Internet Systems: OTM 2016 Conferences, On the Move to Meaningful Internet Systems: OTM 2016 Conferences ISBN: 9783319484716, OTM Conferences
- Publication Year :
- 2016
- Publisher :
- Springer, 2016.
-
Abstract
- Process mining is a data-driven technique aiming to provide novel insights and help organizations to improve their business processes. In this paper, we focus on the cooperative aspect of process mining, i.e., discovering networks of cooperating resources that together perform processes. We use online streams of events as an input rather than event logs, which are typically used in an off-line setting. We present the Online Cooperative Network (OCN) framework, which defines online cooperative resource network discovery in a generic way. A prototypical implementation of the framework is available in the open source process mining toolkit ProM. By means of an empirical evaluation we show the applicability of the framework in the streaming domain. The techniques presented operate in a real time fashion and are able to handle unlimited amounts of data. Moreover, the implementation allows to visualize network dynamics, which helps in gaining insights in changes in the execution of the underlying business process.
- Subjects :
- Focus (computing)
Process enhancement
Computer science
Business process
Event (computing)
Process mining
02 engineering and technology
Network dynamics
Data science
Domain (software engineering)
Business process discovery
Open source
Event streams
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Cooperative resource networks
Subjects
Details
- Language :
- English
- ISBN :
- 978-3-319-48471-6
- ISBNs :
- 9783319484716
- Database :
- OpenAIRE
- Journal :
- On the Move to Meaningful Internet Systems: OTM 2016 Conferences: Confederated International Conferences: CoopIS, C&TC, and ODBASE 2016, Rhodes, Greece, October 24-28, 2016, Proceedings, 210-228, STARTPAGE=210;ENDPAGE=228;TITLE=On the Move to Meaningful Internet Systems: OTM 2016 Conferences, On the Move to Meaningful Internet Systems: OTM 2016 Conferences ISBN: 9783319484716, OTM Conferences
- Accession number :
- edsair.doi.dedup.....9d305f9a62eb882dd8961d2765dadd97