227 citations · 266 across the 6 of their papers we have counts for
6 papers
Enabling Synthetic Data adoption in regulated domains
Giorgio Visani, Giacomo Graffi, Mattia Alfero +3
The switch from a Model-Centric to a Data-Centric mindset is putting emphasis on data and its quality rather than algorithms, bringing forward new challenges. In particular, the se…
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…
Explanations of Machine Learning predictions: a mandatory step for its application to Operational Processes
Giorgio Visani, Federico Chesani, Enrico Bagli +2
In the global economy, credit companies play a central role in economic development, through their activity as money lenders. This important task comes with some drawbacks, mainly…
OptiLIME: Optimized LIME Explanations for Diagnostic Computer Algorithms
Giorgio Visani, Enrico Bagli, Federico Chesani
Local Interpretable Model-Agnostic Explanations (LIME) is a popular method to perform interpretability of any kind of Machine Learning (ML) model. It explains one ML prediction at…
Statistical stability indices for LIME: obtaining reliable explanations for Machine Learning models
Giorgio Visani, Enrico Bagli, Federico Chesani +2
Nowadays we are witnessing a transformation of the business processes towards a more computation driven approach. The ever increasing usage of Machine Learning techniques is the cl…
Abducing Compliance of Incomplete Event Logs
Federico Chesani, Riccardo De Masellis, Chiara Di Francescomarino +4
The capability to store data about business processes execution in so-called Event Logs has brought to the diffusion of tools for the analysis of process executions and for the ass…