A genetic algorithm for discovering process trees

@article{Buijs2012AGA,
  title={A genetic algorithm for discovering process trees},
  author={Joos C. A. M. Buijs and Boudewijn F. van Dongen and Wil M. P. van der Aalst},
  journal={2012 IEEE Congress on Evolutionary Computation},
  year={2012},
  pages={1-8}
}
Existing process discovery approaches have problems dealing with competing quality dimensions (fitness, simplicity, generalization, and precision) and may produce anomalous process models (e.g., deadlocking models). In this paper we propose a new genetic process mining algorithm that discovers process models from event logs. The tree representation ensures the soundness of the model. Moreover, as experiments show, it is possible to balance the different quality dimensions. Our genetic process… CONTINUE READING
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