Research

Optimal Transport on Categorical Data for Counterfactuals using Compositional Data and Dirichlet Transport

Authors: Agathe Fernandes Machado, Arthur Charpentier, Ewen Gallic

Date: 2025-01-26

Post-Calibration Techniques: Balancing Calibration and Score Distribution Alignment

Authors: Agathe Fernandes Machado, Arthur Charpentier, Emmanuel Flachaire, Ewen Gallic, François Hu

Date: 2024-11-27

Sequential Conditional Transport on Probabilistic Graphs for Interpretable Counterfactual Fairness

Authors: Agathe Fernandes Machado, Arthur Charpentier, Ewen Gallic

Date: 2024-08-06

Probabilistic Scores of Classifiers, Calibration is not Enough

Authors: Agathe Fernandes Machado, Arthur Charpentier, Emmanuel Flachaire, Ewen Gallic, François Hu

Date: 2024-08-06

From Uncertainty to Precision: Enhancing Binary Classifier Performance through Calibration

Authors: Agathe Fernandes Machado, Arthur Charpentier, Emmanuel Flachaire, Ewen Gallic, François Hu

Date: 2024-02-12

Geospatial Disparities: A Case Study on Real Estate Prices in Paris

Authors: Agathe Fernandes Machado, François Hu, Philipp Ratz, Ewen Gallic, Arthur Charpentier

Date: 2024-01-29