📄 Optimal Condition for Initialization Variance in Deep Neural Networks: An SGD Dynamics Perspective
Published in Arxiv, 2025
Publications
📄 Reconstructing balloon-observed gravity wave momentum fluxes using machine learning and input from ERA5
Published in JGR: Atmosphere, 2024
The paper is published at JGR: Atmosphere and can be downloaded from https://doi.org/10.1029/2023JD040281.
GradientCOBRA python library
Published in Pypi, 2023
GradientCOBRA python library for various ML aggregation methods.
📄 Gradient COBRA: A kernel-based consensual aggregation for regression
Published in Journal of Data Science Statistics and Visualisation (JDSSV), 2023
☛ Download paper and gradientcobra Python library is available in PyPi.
📄 Machine learning methods applied to the global modeling of event-driven pitch angle diffusion coefficients during high-speed streams
Published in Journal of Frontier Physics, 2022
📄 Consensual aggregation on random projected high-dimensional features for regression
Published in HAL, 2022
📄 KFC: A clusterwise supervised learning procedure based on aggregation of distances
Published in Journal of Statistical Computation and Simulation, 2021