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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. Therefore, we propose a technique for rediscovering workflow models. This technique uses workflow logs to discover the... (Update)
Context of citations to this paper: More
...to (re)discover an arbitrary workflow process. All known process mining techniques fail to properly detect non free choice structures [22, 44]. An open question is which class of workflow processes (i.e. a subclass of workflow nets) can be rediscovered assuming complete...
.... mining in the context of workflow logs to discover information about the workflow instances of various kinds is addressed e.g. in [3, 5, 9, 19, 20]. Di#erent methods have emerged, targeting di#erent kinds of data, such as workflow control structure, resource allocation, time...
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5: Discovering Models of Software Processes from Event-Based Data - Cook, Wolf - 1998
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BibTeX entry: (Update)
T. Weijters and W.M.P. van der Aalst. Rediscovering Workflow Models from Event-Based Data. In V. Hoste and G. de Pauw, editors, Proceedings of the 11th Dutch-Belgian Conference on Machine Learning (Benelearn 2001), pages 93--100, 2001. http://citeseer.ist.psu.edu/article/weijters01rediscovering.html More
@misc{ weijters01rediscovering,
author = "T. Weijters and W. van der Aalst",
title = "Rediscovering Workflow Models from Event-Based Data",
text = "T. Weijters and W.M.P. van der Aalst. Rediscovering Workflow Models from
Event-Based Data. In V. Hoste and G. de Pauw, editors, Proceedings of the
11th Dutch-Belgian Conference on Machine Learning (Benelearn 2001), pages
93--100, 2001.",
year = "2001",
url = "citeseer.ist.psu.edu/article/weijters01rediscovering.html" }
Citations (may not include all citations):96 The Application of Petri Nets to Workflow Management - van der Aalst - 1998
96 Dynamic change within workflow systems (context) - Ellis, Keddara et al. - 1995
80 Workflow Management: Modeling Concepts (context) - Jablonski, Bussler - 2000
61 Modelling and Enactment of Workflow Systems (context) - Ellis, Nutt - 1993
53 volume 40 of Cambridge Tracts in Theoretical Computer Scienc.. (context) - Desel, Esparza et al. - 1995
51 Workflow Management Coalition (context) - Lawrence, Workflow - 1997
44 Discovering Models of Software Processes from Event-Based Da.. - Cook, Wolf - 1998
22 Mining process models from workflow logs - Agrawal, Gunopulos et al. - 1998
19 volume 1806 of Lecture Notes in Computer Science (context) - van der Aalst, Desel et al. - 2000
15 Data and Knowledge Engineering (context) - Casati, Ceri et al. - 1998
14 Integrating Machine Learning and Workflow Management to Supp.. - Herbst, Karagiannis - 2000
9 A Machine Learning Approach to Workflow Management - Herbst
5 Flexible Workflow Technology Driving the Networked Economy (context) - van der Aalst, Jablonski - 2000
5 An Inductive Approach to the Acquisition and Adaptation of W.. - Herbst, Karagiannis - 1999
4 Process Mining: Discovering Direct Successors (context) - Maruster, Weijters et al. - 2002
4 Data Mining von Workflow-Protokollen zur teilautomatisierten.. (context) - Maxeiner, Kspert et al.
3 Process Mining: Discovering Workflow Models from Event-Based.. - Weijters, van der Aalst
3 Workflow mining: which processes can be rediscovered - van der Aalst, Weijters et al. - 2002
3 Dealing with Concurrency in Workflow Induction In U (context) - Herbst - 2000
2 Process Miner - A Tool for Mining Process Schemes from Event.. (context) - Schimm - 2002
1 Wolf: Software Process Validation: Quantitatively Measuring .. (context) - Cook - 1999
1 Rediscovering Work ow Models from EventBased Data (context) - Weijters, van der Aalst - 2001
http://www.tm.tue.nl/it/staff/wvdaalst/workflow/mining/
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The Application of Petri Nets to Workflow Management - van der Aalst (1998) (Correct)
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