Search Results for author: Antoine Bonnefoy

Found 6 papers, 5 papers with code

Calibrate to Interpret

1 code implementation7 Jul 2022 Gregory Scafarto, Nicolas Posocco, Antoine Bonnefoy

In this paper we show a first link between uncertainty and explainability, by studying the relation between calibration and interpretation.

BIG-bench Machine Learning Fairness +1

Estimating Expected Calibration Errors

1 code implementation8 Sep 2021 Nicolas Posocco, Antoine Bonnefoy

Thus this paper focuses on the empirical evaluation of calibration metrics in the context of classification.

Decision Making

Dynamic Screening: Accelerating First-Order Algorithms for the Lasso and Group-Lasso

no code implementations12 Dec 2014 Antoine Bonnefoy, Valentin Emiya, Liva Ralaivola, Rémi Gribonval

Recent computational strategies based on screening tests have been proposed to accelerate algorithms addressing penalized sparse regression problems such as the Lasso.

regression Test

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