Counterfactual Situation Testing: From Single to Multidimensional Discrimination

Jose M. Alvarez, Salvatore Ruggieri

We present counterfactual situation testing (CST), a causal data mining framework for detecting individual discrimination in a dataset of classifier decisions. CST answers the ques…