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

no code implementations • 5 Feb 2024 • Daisuke Takahashi, Shohei Shimizu, Takuma Tanaka

However, this assumption complicates the application of such models to real data, given that the causal relationships between features are unknown in most cases.

Causal Discovery counterfactual +2