3 papers
cs.LG2026
PREF-XAI: Preference-Based Personalized Rule Explanations of Black-Box Machine Learning Models
Salvatore Greco, Jacek Karolczak, Roman SÅowiÅski +1
Explainable artificial intelligence (XAI) has predominantly focused on generating model-centric explanations that approximate the behavior of black-box models. However, such explan…
cs.LG2026
An Explainable and Interpretable Composite Indicator Based on Decision Rules
Salvatore Corrente, Salvatore Greco, Roman SÅowiÅski +1
Composite indicators are widely used to score or classify units evaluated on multiple criteria. Their construction typically involves aggregating criteria evaluations, a common pra…
math.OC2025
Deck of Cards method for Hierarchical, Robust and Stochastic Ordinal Regression
Salvatore Corrente, Salvatore Greco, Silvano Zappalá
We consider the recently introduced application of the Deck of Cards Method (DCM) to ordinal regression proposing two extensions related to two main research trends in Multiple Cri…