Explainable Artificial Intelligence for Predictive Maintenance Applications using a Local Surrogate Model

Abstract

This paper provides an explanatory interface using Local Interpretable Model-agnostic Explanations (LIME) for a predictive maintenance dataset. The explanations are evaluated and the explanatory quality of the model is compared to two previous explainable models for the same dataset.