Configurable event correlation for process discovery from object-centric event data

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Abstract

Many modern enterprises are employing serviceoriented systems to execute their transactions. These systems generate an abundance of events, which can be analyzed to diagnose and improve business processes. However, the events are distributed over different data sources, as service-oriented systems are often implemented asWeb services involving different departments in an organization. They need to be consolidated in a process view since it makes no sense to analyze individual events. Existing approaches depend on an explicit case notion to correlate events. They work well on data from process-aware systems (e.g., BPM/WFM systems) which record events explicitly and each event is attached with a case id (a global identifier) to indicate its related process instance. However, most serviceoriented systems (e.g., ERP and CRM) produce object-centric data (e.g., database tables), which record events implicitly (e.g., through redo logs) and separately without a common case id. In this paper, we propose a novel approach to correlate events by the data perspective (e.g., by a so-called 'object path'). Besides, we define the concepts of correlation patterns and evaluation metrics, which enable users to evaluate and select the best way to correlate events based on their needs.

Original languageEnglish
Title of host publicationProceedings - 2018 IEEE International Conference on Web Services, ICWS 2018 - Part of the 2018 IEEE World Congress on Services
PublisherInstitute of Electrical and Electronics Engineers
Pages203-210
Number of pages8
ISBN (Print)9781538672471
DOIs
Publication statusPublished - 5 Sep 2018
Event25th IEEE International Conference on Web Services, (ICWS2018) - San Francisco, United States
Duration: 2 Jul 20187 Jul 2018
http://conferences.computer.org/icws/2018/cfp/

Conference

Conference25th IEEE International Conference on Web Services, (ICWS2018)
Abbreviated titleICWS2018
CountryUnited States
CitySan Francisco
Period2/07/187/07/18
Internet address

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Keywords

  • Databases
  • Event correlation
  • Object-centric data
  • Process discovery
  • Service-oriented information systems

Cite this

Li, G., Medeiros De Carvalho, R., & van der Aalst, W. M. P. (2018). Configurable event correlation for process discovery from object-centric event data. In Proceedings - 2018 IEEE International Conference on Web Services, ICWS 2018 - Part of the 2018 IEEE World Congress on Services (pp. 203-210). Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ICWS.2018.00033