51 citations · 110 across the 17 of their papers we have counts for
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stat.ML2020★ 1 cited
An Analysis of LIME for Text Data
Dina Mardaoui, Damien Garreau
Text data are increasingly handled in an automated fashion by machine learning algorithms. But the models handling these data are not always well-understood due to their complexity…
stat.ML2020★ 8 cited
Looking Deeper into Tabular LIME
Damien Garreau, Ulrike von Luxburg
In this paper, we present a thorough theoretical analysis of the default implementation of LIME in the case of tabular data. We prove that in the large sample limit, the interpreta…
cs.LG2020★ 51 cited
Explaining the Explainer: A First Theoretical Analysis of LIME
Damien Garreau, Ulrike von Luxburg
Machine learning is used more and more often for sensitive applications, sometimes replacing humans in critical decision-making processes. As such, interpretability of these algori…