286 citations · 577 across the 19 of their papers we have counts for
4 papers · 1 filter
Explain, Adapt and Retrain: How to improve the accuracy of a PPM classifier through different explanation styles
Williams Rizzi, Chiara Di Francescomarino, Chiara Ghidini +1
Recent papers have introduced a novel approach to explain why a Predictive Process Monitoring (PPM) model for outcome-oriented predictions provides wrong predictions. Moreover, the…
Process discovery on deviant traces and other stranger things
Federico Chesani, Chiara Di Francescomarino, Chiara Ghidini +5
As the need to understand and formalise business processes into a model has grown over the last years, the process discovery research field has gained more and more importance, dev…
How do I update my model? On the resilience of Predictive Process Monitoring models to change
Williams Rizzi, Chiara Di Francescomarino, Chiara Ghidini +1
Existing well investigated Predictive Process Monitoring techniques typically construct a predictive model based on past process executions, and then use it to predict the future o…
Explainable Predictive Process Monitoring
Riccardo Galanti, Bernat Coma-Puig, Massimiliano de Leoni +2
Predictive Business Process Monitoring is becoming an essential aid for organizations, providing online operational support of their processes. This paper tackles the fundamental p…