Schönig, Stefan, Di Ciccio, Claudio, Maggi, Fabrizio Maria, Mendling, Jan. 2016. Discovery of Multi-perspective Declarative Process Models. In Service-Oriented Computing - 14th International Conference, ICSOC 2016, Banff, AB, Canada, October 10-13, 2016, Proceedings, Hrsg. Quan Z. Sheng, Eleni Stroulia, Samir Tata, Sami Bhiri, 87-103. Banff, Canada: Springer Lecture Notes in Computer Science (LNCS).
BibTeX
Abstract
Process discovery is one of the main branches of process mining that allows the user to build a process model representing the process behavior as recorded in the logs. Standard process discovery techniques produce as output a procedural process model (e.g., a Petri net). Recently, several approaches have been developed to derive declarative process models from logs and have been proven to be more suitable to analyze processes working in environments that are less stable and predictable. However, a large part of these techniques are focused on the analysis of the control flow perspective of a business process. Therefore, one of the challenges still open in this field is the development of techniques for the analysis of business processes also from other perspectives, like data, time, and resources. In this paper, we present a full-fledged approach for the discovery of multi-perspective declarative process models from event logs that allows the user to discover declarative models taking into consideration all the information an event log can provide. The approach has been implemented and experimented in real-life case studies.
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Status of publication | Published |
---|---|
Affiliation | WU |
Type of publication | Contribution to conference proceedings |
Language | English |
Title | Discovery of Multi-perspective Declarative Process Models |
Title of whole publication | Service-Oriented Computing - 14th International Conference, ICSOC 2016, Banff, AB, Canada, October 10-13, 2016, Proceedings |
Editor | Quan Z. Sheng, Eleni Stroulia, Samir Tata, Sami Bhiri |
Page from | 87 |
Page to | 103 |
Location | Banff, Canada |
Publisher | Springer Lecture Notes in Computer Science (LNCS) |
Year | 2016 |
ISBN | 978-3-319-46294-3 |
URL | http://dx.doi.org/10.1007/978-3-319-46295-0_6 |
Associations
- People
- Schönig, Stefan (Former researcher)
- Di Ciccio, Claudio (Former researcher)
- Mendling, Jan (Details)
- External
- Maggi, Fabrizio Maria (University of Tartu, Estonia)
- Organization
- Institute for Data, Process and Knowledge Management (AE Sabou) (Details)
- Research areas (ÖSTAT Classification 'Statistik Austria')
- 1105 Computer software (Details)
- 1108 Informatics (Details)
- 1109 Information and data processing (Details)
- 5306 Business data processing (Details)
- 5367 Management information systems (Details)