Explanations Go Linear: Post-hoc Explainability for Tabular Data with Interpretable Meta-Encoding

Simone Piaggesi, Riccardo Guidotti, Fosca Giannotti +1

Post-hoc explainability is essential for understanding black-box machine learning models. Surrogate-based techniques are widely used for local and global model-agnostic explanation…