Stochastic process mining: Earth movers’ stochastic conformance

نویسندگان

چکیده

Initially, process mining focused on discovering models from event data, but in recent years the use and importance of conformance checking has increased. Conformance aims to uncover differences between a model an log. Many techniques measures have been proposed. Typically, these take into account frequencies traces log, do not consider probabilities model. This asymmetry leads various complications. Therefore, we define for stochastic taking routing probabilities. We earth movers’ distance languages representing logs as intuitive notion. In this paper, show that form enables detailed diagnostics projected both To pinpoint relate specific elements, extend so-called ‘reallocation matrix’ paths. The approach implemented ProM our evaluations is possible real-life settings.

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ژورنال

عنوان ژورنال: Information Systems

سال: 2021

ISSN: ['0306-4379', '1873-6076']

DOI: https://doi.org/10.1016/j.is.2021.101724