selected publications
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academic article
- High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft. Structural and Multidisciplinary Optimization. 67. 2024
- SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes. Advances in Engineering Software. 188:103571-103571. 2023
- A mixed-categorical correlation kernel for Gaussian process. Neurocomputing. 550:126472-126472. 2023
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conference paper
- SMT-EX: AnExplainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration. . 2025
- Gaussian process for Bayesian optimization with mixed hierarchical variables: Application to electric-hybrid aircraft eco-design. . 2024
- System-of-systems Modeling and Optimization: An Integrated Framework for Intermodal Mobility. . 2024
- Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications. . 2023
- CONSTRAINED BAYESIAN OPTIMIZATION OVER MIXED CATEGORICAL VARIABLES, WITH APPLICATION TO AIRCRAFT DESIGN. HAL (Le Centre pour la Communication Scientifique Directe). 2021
- Enhanced Kriging models within a Bayesian optimization framework to handle both continuous and categorical inputs. HAL (Le Centre pour la Communication Scientifique Directe). 2021