22 citations · 29 across the 11 of their papers we have counts for
3 papers · 1 filter
Tailoring Machine Learning for Process Mining
Paolo Ceravolo, Sylvio Barbon Junior, Ernesto Damiani +1
Machine learning models are routinely integrated into process mining pipelines to carry out tasks like data transformation, noise reduction, anomaly detection, classification, and…
CoSMo: a Framework to Instantiate Conditioned Process Simulation Models
Rafael S. Oyamada, Gabriel M. Tavares, Sylvio Barbon Junior +1
Process simulation is gaining attention for its ability to assess potential performance improvements and risks associated with business process changes. The existing literature pre…
Trace Encoding in Process Mining: a survey and benchmarking
Sylvio Barbon, Paolo Ceravolo, Rafael S. Oyamada +1
Encoding methods are employed across several process mining tasks, including predictive process monitoring, anomalous case detection, trace clustering, etc. These methods are usual…