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20082026
most citedVine disease detection in UAV multispectral images with deep learning segmentation approach

315 citations

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5 papers · 1 filter

stat.ML2026

AK-MCS-C2 : Active Kriging Monte Carlo Simulation method with conformal certification for failure probability estimation

Edgar Jaber, Vincent Chabridon, Mathilde Mougeot

We introduce a novel active-learning framework for failure probability estimation in structural reliability analysis that integrates Active Kriging Monte Carlo simulation with conf…

stat.ML2025

Fourier Analysis on the Boolean Hypercube via Hoeffding Functional Decomposition

Baptiste Ferrere, Nicolas Bousquet, Fabrice Gamboa +2

Fourier analysis on the Boolean hypercube is fundamentally defined as the orthogonal decomposition of the space of pseudo-Boolean functions with respect to the uniform probability…

stat.ML2024★ 1 cited

Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees

Edgar Jaber, Vincent Blot, Nicolas Brunel +6

Gaussian processes (GPs) are a Bayesian machine learning approach widely used to construct surrogate models for the uncertainty quantification of computer simulation codes in indus…

stat.ML2021

Sample selection from a given dataset to validate machine learning models

Bertrand Iooss

The selection of a validation basis from a full dataset is often required in industrial use of supervised machine learning algorithm. This validation basis will serve to realize an…

stat.ML2020★ 108 cited

Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting

Yuan Yin, Vincent Le Guen, Jérémie Dona +4

Forecasting complex dynamical phenomena in settings where only partial knowledge of their dynamics is available is a prevalent problem across various scientific fields. While purel…