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Divide-and-Conquer Strategies for Process Mining

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Business Process Management (BPM 2009)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5701))

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Abstract

The goal of Process Mining is to extract process models from logs of a system. Among the possible models to represent a process, Petri nets is an ideal candidate due to its graphical representation, clear semantics and expressive power. The theory of regions can be used to transform a log into a Petri net, but unfortunately the transformation requires algorithms with high complexity. This paper provides techniques to overcome this limitation. Either by using decomposition techniques, or by clustering events in the log and working on projections, the proposed approach can be used to widen the applicability of classical region-based techniques.

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Carmona, J., Cortadella, J., Kishinevsky, M. (2009). Divide-and-Conquer Strategies for Process Mining. In: Dayal, U., Eder, J., Koehler, J., Reijers, H.A. (eds) Business Process Management. BPM 2009. Lecture Notes in Computer Science, vol 5701. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03848-8_22

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  • DOI: https://doi.org/10.1007/978-3-642-03848-8_22

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-03847-1

  • Online ISBN: 978-3-642-03848-8

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