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Workflow Mining: Discovering process models from event logs (2003)

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by W.M.P. van der Aalst , A.J.M.M. Weijter , L. Maruster
Venue:IEEE Transactions on Knowledge and Data Engineering
Citations:399 - 58 self
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BibTeX

@ARTICLE{Aalst03workflowmining:,
    author = {W.M.P. van der Aalst and A.J.M.M. Weijter and L. Maruster},
    title = {Workflow Mining: Discovering process models from event logs},
    journal = {IEEE Transactions on Knowledge and Data Engineering},
    year = {2003},
    volume = {16},
    pages = {2004}
}

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Abstract

Contemporary workflow management systems are driven by explicit process models, i.e., a completely specified workflow design is required in order to enact a given workflow process. Creating a workflow design is a complicated time-consuming process and typically there are discrepancies between the actual workflow processes and the processes as perceived by the management. TherefS3A we have developed techniques fi discovering workflow models. Starting pointfS such techniques is a so-called "workflow log" containinginfg3SfiHfl" about the workflow process as it is actually being executed. We present a new algorithm to extract a process modelf3q such a log and represent it in terms of a Petri net. However, we will also demonstrate that it is not possible to discover arbitrary workflow processes. In this paper we explore a classof workflow processes that can be discovered. We show that the #-algorithm can successfqFS mine any workflow represented by a so-called SWF-net. Key words: Workflow mining, Workflow management, Data mining, Petri nets. 1

Keyphrases

discovering process model    event log    petri net    workflow design    workflow process    pointfs technique    workflow model    contemporary workflow management system    log containinginfg3sfihfl    classof workflow    complicated time-consuming process    workflow mining    key word    new algorithm    so-called swf-net    explicit process model    data mining    workflow management    arbitrary workflow process    process modelf3q    actual workflow process   

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