Search Results for author: Emmanuel Flachaire

Found 3 papers, 2 papers with code

From Uncertainty to Precision: Enhancing Binary Classifier Performance through Calibration

1 code implementation12 Feb 2024 Agathe Fernandes Machado, Arthur Charpentier, Emmanuel Flachaire, Ewen Gallic, François Hu

The assessment of binary classifier performance traditionally centers on discriminative ability using metrics, such as accuracy.

Decision Making

Optimal Transport for Counterfactual Estimation: A Method for Causal Inference

1 code implementation18 Jan 2023 Arthur Charpentier, Emmanuel Flachaire, Ewen Gallic

Here, we will have the dual view: doing an intervention, or changing the treatment (even just hypothetically, in a thought experiment, for example by asking what would have happened if a person had been Black) can have an impact on the values of x.

Causal Inference counterfactual

GAM(L)A: An econometric model for interpretable Machine Learning

no code implementations17 Mar 2022 Emmanuel Flachaire, Gilles Hacheme, Sullivan Hué, Sébastien Laurent

Moreover, the results also suggest that the performance of GAM(L)A is not significantly different from that of random forest and gradient boosting.

BIG-bench Machine Learning Interpretable Machine Learning +1

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