no code implementations • 19 Dec 2023 • Gwladys Kelodjou, Laurence Rozé, Véronique Masson, Luis Galárraga, Romaric Gaudel, Maurice Tchuente, Alexandre Termier
Among these methods, Kernel SHAP is widely used due to its model-agnostic nature and its well-founded theoretical framework.
no code implementations • 12 Jan 2023 • Lénaïg Cornanguer, Christine Largouët, Laurence Rozé, Alexandre Termier
After the study of the persistence score, we point out that it tends to favor excessive cases making it miss interesting persisting symbols.
no code implementations • 2 Aug 2022 • Romaric Gaudel, Luis Galárraga, Julien Delaunay, Laurence Rozé, Vaishnavi Bhargava
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.
no code implementations • 6 Nov 2018 • Colin Leverger, Vincent Lemaire, Simon Malinowski, Thomas Guyet, Laurence Rozé
In the context of capacity planning, forecasting the evolution of informatics servers usage enables companies to better manage their computational resources.