Quotation Baier, Thomas, Di Ciccio, Claudio, Mendling, Jan, Weske, Mathias. 2015. Matching of Events and Activities - An Approach Using Declarative Modeling Constraints. In Enterprise, Business-Process and Information Systems Modeling - 16th International Conference, BPMDS 2015, 20th International Conference, EMMSAD 2015, Held at CAiSE 2015, Stockholm, Sweden, June 8-9, Proceedings, Hrsg. Khaled Gaaloul, Rainer Schmidt, Selmin Nurcan, Sergio Guerreiro, Qin Ma, S. 119-134. Berlin, Deutschland: Springer.


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Abstract

Nowadays, business processes are increasingly supported by IT services that produce massive amounts of event data during the execution of a process. This event data can be used to analyze the process using process mining techniques to discover the real process, measure conformance to a given process model, or to enhance existing models with performance information. Mapping the produced events to activities of a given process model is essential for conformance checking, annotation and understanding of process mining results. In order to accomplish this mapping with low manual effort, we developed a semiautomatic approach that maps events to activities using the solution of a corresponding constraint satisfaction problem. The approach extracts Declare constraints from both the log and the model to build matching constraints to efficiently reduce the number of possible mappings. The evaluation with an industry process model collection and simulated event logs demonstrates the effectiveness of the approach and its robustness towards non-conforming execution logs.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Contribution to conference proceedings
Language English
Title Matching of Events and Activities - An Approach Using Declarative Modeling Constraints
Title of whole publication Enterprise, Business-Process and Information Systems Modeling - 16th International Conference, BPMDS 2015, 20th International Conference, EMMSAD 2015, Held at CAiSE 2015, Stockholm, Sweden, June 8-9, Proceedings
Editor Khaled Gaaloul, Rainer Schmidt, Selmin Nurcan, Sergio Guerreiro, Qin Ma
Page from 119
Page to 134
Location Berlin, Deutschland
Publisher Springer
Year 2015
URL http://dx.doi.org/10.1007/978-3-319-19237-6_8
JEL http://dx.doi.org/10.1007/978-3-319-19237-6_8

Associations

People
Di Ciccio, Claudio (Details)
Mendling, Jan (Details)
Weske, Mathias (Former researcher)
External
Baier, Thomas
Organization
Applied Information Technology with Focus on IT in Organization (Details)
Research areas (Ă–STAT Classification 'Statistik Austria')
1109 Information and data processing (Details)
1127 Information science (Details)
5306 Business data processing (Details)
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