Concept Tree: High-Level Representation of Variables for More Interpretable Surrogate Decision Trees

Xavier Renard, Nicolas Woloszko, Jonathan Aigrain +1

Interpretable surrogates of black-box predictors trained on high-dimensional tabular datasets can struggle to generate comprehensible explanations in the presence of correlated var…