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

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    2 Downloads (Pure)

    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

    Keywords

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

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