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stat.ME2025
A Principled Approach for Defining and Comparing Variable Importance Measures
Angel Reyero-Lobo, Pierre Neuvial, Bertrand Thirion
Variable importance measures (VIMs) aim to quantify the contribution of each input covariate to the predictability of a given output. With the growing interest in explainable AI, n…
stat.ME2024
When Knockoffs fail: diagnosing and fixing non-exchangeability of Knockoffs
Alexandre Blain, Angel Reyero Lobo, Julia Linhart +2
Knockoffs are a popular statistical framework that addresses the challenging problem of conditional variable selection in high-dimensional settings with statistical control. Such s…