Automatic discovery of object-centric behavioral constraint models

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Abstract

Process discovery techniques have successfully been applied in a range of domains to automatically discover process models from event data. Unfortunately existing discovery techniques only discover a behavioral perspective of processes, where the data perspective is often as a second-class citizen. Besides, these discovery techniques fail to deal with object-centric data with many-to-many relationships. Therefore, in this paper, we aim to discover a novel modeling language which combines data models with declarative models, and the resulting object-centric behavioral constraint model is able to describe processes involving interacting instances and complex data dependencies. Moreover we propose an algorithm to discover such models.

Original languageEnglish
Title of host publicationBusiness Information Systems
Subtitle of host publication20th International Conference, BIS 2017, Poznan, Poland, June 28–30, 2017, Proceedings
EditorsW. Abramowicz
Place of PublicationDordrecht
PublisherSpringer
Pages43-58
Number of pages16
ISBN (Electronic)978-3-319-59336-4
ISBN (Print)978-3-319-59335-7
DOIs
Publication statusPublished - 21 Jun 2017
Event20th International Conference on Business Information Systems, (BIS 2017), 28-30 June 2017, Poznan, Poland - Poznan, Poland
Duration: 28 Jun 201730 Jun 2017
http://bis.ue.poznan.pl/bis2017/
http://bis.kie.ue.poznan.pl/bis2017/

Publication series

NameLecture Notes in Business Information Processing
Volume288
ISSN (Print)1865-1348

Conference

Conference20th International Conference on Business Information Systems, (BIS 2017), 28-30 June 2017, Poznan, Poland
Abbreviated titleBIS 2017
Country/TerritoryPoland
CityPoznan
Period28/06/1730/06/17
Internet address

Keywords

  • Cardinality constraints
  • Object-centric modeling
  • Process discovery
  • Process mining

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