Change Mining in Adaptive Process Management Systems

Christian W. Günther, S.B. Rinderle, M.U. Reichert, Wil van der Aalst

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    45 Citations (Scopus)
    577 Downloads (Pure)

    Abstract

    The wide-spread adoption of process-aware information systems has resulted in a bulk of computerized information about real-world processes. This data can be utilized for process performance analysis as well as for process improvement. In this context process mining offers promising perspectives. So far, existing mining techniques have been applied to operational processes, i.e., knowledge is extracted from execution logs (process discovery), or execution logs are compared with some a-priori process model (conformance checking). However, execution logs only constitute one kind of data gathered during process enactment. In particular, adaptive processes provide additional information about process changes (e.g., ad-hoc changes of single process instances) which can be used to enable organizational learning. In this paper we present an approach for mining change logs in adaptive process management systems. The change process discovered through process mining provides an aggregated overview of all changes that happened so far. This, in turn, can serve as basis for all kinds of process improvement actions, e.g., it may trigger process redesign or better control mechanisms.
    Original languageUndefined
    Title of host publicationProceedings of the 14th International Conference on Cooperative Information Systems (CoopIS'06)
    Place of PublicationBerlin, Heidelberg, New York
    PublisherSpringer
    Pages309-326
    Number of pages18
    ISBN (Print)978-3-540-48287-1
    DOIs
    Publication statusPublished - 30 Nov 2006
    Event14th International Conference on Cooperative Information Systems, CoopIS 2006 - Montpellier, France
    Duration: 1 Nov 20063 Nov 2006
    Conference number: 14

    Publication series

    NameLecture Notes in Computer Science
    PublisherSpringer Verlag
    Number2
    Volume4275

    Conference

    Conference14th International Conference on Cooperative Information Systems, CoopIS 2006
    Abbreviated titleCoopIS
    CountryFrance
    CityMontpellier
    Period1/11/063/11/06

    Keywords

    • SCS-Services
    • METIS-238128
    • EWI-6220
    • IR-66223

    Cite this

    Günther, C. W., Rinderle, S. B., Reichert, M. U., & van der Aalst, W. (2006). Change Mining in Adaptive Process Management Systems. In Proceedings of the 14th International Conference on Cooperative Information Systems (CoopIS'06) (pp. 309-326). [10.1007/11914853_19] (Lecture Notes in Computer Science; Vol. 4275, No. 2). Berlin, Heidelberg, New York: Springer. https://doi.org/10.1007/11914853_19