Paul Saves

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Publications

Cahiers du GERAD

mai 2024

G-2024-33
A graph-structured distance for heterogeneous datasets with meta variables

Edward Hallé-Hannan, Charles Audet, Youssef Diouane, Sébastien Le Digabel et Paul Saves

Heterogeneous datasets emerge in various machine learning or optimization applications that feature different data sources, various data types and complex re...

référence BibTeX

Articles

mai 2024

High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft

Paul Saves, Youssef Diouane, Nathalie Bartoli, Thierry Lefebvre et Joseph Morlier

Structural and Multidisciplinary Optimization, 67, No article: 81, 2024 référence BibTeX

fév. 2024

SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes

Paul Saves, R. Lafage, Nathalie Bartoli, Youssef Diouane, Jasper H. Bussemaker, Thierry Lefebvre, John T. Hwang, Joseph Morlier et Joaquim R.R.A. Martins

Advances in Engineering Software , 188, No article: 103571, 2024 référence BibTeX

sept. 2023

A mixed-categorical correlation kernel for Gaussian process

Paul Saves, Youssef Diouane, Nathalie Bartoli, Thierry Lefebvre et Joseph Morlier

Neurocomputing, 550, No article: 126472, 2023 référence BibTeX

Actes de conférence

juil. 2023

Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications

Nathalie Bartoli, Thierry Lefebvre, R. Lafage, Paul Saves, Youssef Diouane, Joseph Morlier, Jasper H. Bussemaker, G. Donelli, J. M. Gomes de Mello, M. Mandorino et P. Della Vecchia

2023 ECCOMAS Thematic Conference on Mutlidisciplinary Design Optimization of Aerospace Systems (AEROBEST 2023), Lisboa, Portugal, 452–477, 2023 référence BibTeX

juin 2023

High-dimensional efficient global optimization using both random and supervised embeddings

Remy Priem, Nathalie Bartoli, Youssef Diouane, Sylvain Dubreuil et Paul Saves

AIAA AVIATION 2023 Forum , San Diego, California, 2023 référence BibTeX