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Abduction for Generating Synthetic Traces

  • 2018
  • OriginalPaper
  • Chapter
Published in:
Authors
Federico Chesani
Anna Ciampolini
Daniela Loreti
Paola Mello
Published in
Business Process Management Workshops
Publisher
Springer International Publishing

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Abstract

In this paper we report our preliminary experience on the design of a generator of synthetic logs. Sometimes real logs might not be available, or their quality might not be good enough: synthetic logs instead can be generated with all the desired features and characteristics. Our tool takes as input a structured workflow model, encoded in the abductive declarative language SCIFF, and provides as output a log containing positive traces, i.e. traces deemed as conformant w.r.t. the model. Distinctive features of our approach are the capability of generating trace templates as well as grounded traces, the possibility of taking into account user-specified constraints on data and timestamps, and the capability of generating traces starting from a user-specified partial trace. Although our tool is still in its preliminary version, we have successfully exploited it to generate synthetic logs of different dimension, thus proving the viability of our approach.

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previous chapter Semantically-Oriented Business Process Visualization for a Data and Constraint-Based Workflow Approach
next chapter A Framework for Online Conformance Checking
Title
Abduction for Generating Synthetic Traces
Authors
Federico Chesani
Anna Ciampolini
Daniela Loreti
Paola Mello
Copyright Year
2018
Book
Business Process Management Workshops

Print ISBN: 978-3-319-74029-4

Electronic ISBN: 978-3-319-74030-0

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-74030-0_11
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