Counterfactual Explanations of Black-box Machine Learning Models using Causal Discovery with Applications to Credit Rating

Daisuke Takahashi, Shohei Shimizu, Takuma Tanaka

Explainable artificial intelligence (XAI) has helped elucidate the internal mechanisms of machine learning algorithms, bolstering their reliability by demonstrating the basis of th…