Authors
Diego Calvanese, Marlon Dumas, Ülari Laurson, Fabrizio M Maggi, Marco Montali, Irene Teinemaa
Publication date
2016
Conference
Business Process Management: 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016. Proceedings 14
Pages
217-233
Publisher
Springer International Publishing
Description
The Decision Model and Notation (DMN) is a standard notation to capture decision logic in business applications in general and business processes in particular. A central construct in DMN is that of a decision table. The increasing use of DMN decision tables to capture critical business knowledge raises the need to support analysis tasks on these tables such as correctness and completeness checking. This paper provides a formal semantics for DMN tables, a formal definition of key analysis tasks and scalable algorithms to tackle two such tasks, i.e., detection of overlapping rules and of missing rules. The algorithms are based on a geometric interpretation of decision tables that can be used to support other analysis tasks by tapping into geometric algorithms. The algorithms have been implemented in an open-source DMN editor and tested on large decision tables derived from a credit lending dataset.
Total citations
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Scholar articles
D Calvanese, M Dumas, Ü Laurson, FM Maggi… - … : 14th International Conference, BPM 2016, Rio de …, 2016