Search Results for author: Ewen Gallic

Found 3 papers, 3 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

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

1 code implementation29 Jan 2024 Agathe Fernandes Machado, François Hu, Philipp Ratz, Ewen Gallic, Arthur Charpentier

Driven by an increasing prevalence of trackers, ever more IoT sensors, and the declining cost of computing power, geospatial information has come to play a pivotal role in contemporary predictive models.

Binary Classification Fairness

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

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