Search Results for author: Luca Mossina

Found 5 papers, 1 papers with code

Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling

no code implementations12 Apr 2023 Léo Andéol, Thomas Fel, Florence De Grancey, Luca Mossina

Deploying deep learning models in real-world certified systems requires the ability to provide confidence estimates that accurately reflect their uncertainty.

Conformal Prediction object-detection +1

Conformal Prediction for Trustworthy Detection of Railway Signals

no code implementations26 Jan 2023 Léo Andéol, Thomas Fel, Florence De Grancey, Luca Mossina

We present an application of conformal prediction, a form of uncertainty quantification with guarantees, to the detection of railway signals.

Conformal Prediction Uncertainty Quantification

Learning to Handle Parameter Perturbations in Combinatorial Optimization: an Application to Facility Location

no code implementations12 Jul 2019 Andrea Lodi, Luca Mossina, Emmanuel Rachelson

Although presented through the application to the facility location problem, the approach developed here is general and explores a new perspective on the exploitation of past experience in combinatorial optimization.

Combinatorial Optimization

Naive Bayes Classification for Subset Selection

1 code implementation19 Jul 2017 Luca Mossina, Emmanuel Rachelson

This article focuses on the question of learning how to automatically select a subset of items among a bigger set.

Classification General Classification +1

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