Induction of Non-Monotonic Logic Programs to Explain Boosted Tree Models Using LIME

Farhad Shakerin, Gopal Gupta

We present a heuristic based algorithm to induce \textit{nonmonotonic} logic programs that will explain the behavior of XGBoost trained classifiers. We use the technique based on t…