3 papers
cs.LG2025
Causal Synthetic Data Generation in Recruitment
Andrea Iommi, Antonio Mastropietro, Riccardo Guidotti +2
The importance of Synthetic Data Generation (SDG) has increased significantly in domains where data quality is poor or access is limited due to privacy and regulatory constraints.…
cs.LG2023
Correlation and Unintended Biases on Univariate and Multivariate Decision Trees
Mattia Setzu, Salvatore Ruggieri
Decision Trees are accessible, interpretable, and well-performing classification models. A plethora of variants with increasing expressiveness has been proposed in the last forty y…
cs.CY2018
A Survey Of Methods For Explaining Black Box Models
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri +3
In the last years many accurate decision support systems have been constructed as black boxes, that is as systems that hide their internal logic to the user. This lack of explanati…