Unjustified Classification Regions and Counterfactual Explanations in Machine Learning

Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Xavier Renard, Marcin Detyniecki. Unjustified Classification Regions and Counterfactual Explanations in Machine Learning. In Ulf Brefeld, Élisa Fromont, Andreas Hotho, Arno J. Knobbe, Marloes H. Maathuis, Céline Robardet, editors, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II. Volume 11907 of Lecture Notes in Computer Science, pages 37-54, Springer, 2019. [doi]

Abstract

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