s-LIME: Reconciling Locality and Fidelity in Linear Explanations

Romaric Gaudel, Luis Galárraga, Julien Delaunay +2

The benefit of locality is one of the major premises of LIME, one of the most prominent methods to explain black-box machine learning models. This emphasis relies on the postulate…