125 citations
- Centre National de la Recherche ScientifiqueFR17 papers
- Université Toulouse III - Paul SabatierFR14 papers
- Université Fédérale de Toulouse Midi-PyrénéesFR13 papers
- Institut Supérieur de l'Aéronautique et de l'Espace (ISAE-SUPAERO)FR10 papers
- Office National d'Études et de Recherches AérospatialesFR6 papers
- Université de ToulouseFR6 papers
- IMT Mines AlbiFR4 papers
- National Higher French Institute of Aeronautics and Space4 papers
- Polytechnique MontréalCA4 papers
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)DE3 papers
- École Nationale de l’Aviation CivileFR3 papers
- Institut National des Sciences Appliquées de ToulouseFR3 papers
Showing cs.LGShow all
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cs.LG2025★ 2 cited
Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations
Pramudita Satria Palar, Paul Saves, Rommel G. Regis +4
Explainable machine learning techniques have gained increasing attention in engineering applications, especially in aerospace design and analysis, where understanding how input var…
cs.LG2025★ 3 cited
Multi-objective Bayesian Optimization With Mixed-categorical Design Variables for Expensive-to-evaluate Aeronautical Applications
Nathalie Bartoli, Thierry Lefebvre, Rémi Lafage +8
This work aims at developing new methodologies to optimize computational costly complex systems (e.g., aeronautical engineering systems). The proposed surrogate-based method (often…
cs.LG2023★ 125 cited
SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and Mixed Variables Gaussian Processes
Paul Saves, Remi Lafage, Nathalie Bartoli +6
The Surrogate Modeling Toolbox (SMT) is an open-source Python package that offers a collection of surrogate modeling methods, sampling techniques, and a set of sample problems. Thi…