333 citations · 596 across the 14 of their papers we have counts for
3 papers · 1 filter
Designing Decision Support Systems Using Counterfactual Prediction Sets
Eleni Straitouri, Manuel Gomez Rodriguez
Decision support systems for classification tasks are predominantly designed to predict the value of the ground truth labels. However, since their predictions are not perfect, thes…
Human-Aligned Calibration for AI-Assisted Decision Making
Nina L. Corvelo Benz, Manuel Gomez Rodriguez
Whenever a binary classifier is used to provide decision support, it typically provides both a label prediction and a confidence value. Then, the decision maker is supposed to use…
On the Within-Group Fairness of Screening Classifiers
Nastaran Okati, Stratis Tsirtsis, Manuel Gomez Rodriguez
Screening classifiers are increasingly used to identify qualified candidates in a variety of selection processes. In this context, it has been recently shown that, if a classifier…