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of 214
pro vyhledávání: '"Van Nieuwenhuyse, Inneke"'
The performance of any Machine Learning (ML) algorithm is impacted by the choice of its hyperparameters. As training and evaluating a ML algorithm is usually expensive, the hyperparameter optimization (HPO) method needs to be computationally efficien
Externí odkaz:
http://arxiv.org/abs/2209.04340
We consider bi-objective ranking and selection problems, where the goal is to correctly identify the Pareto optimal solutions among a finite set of candidates for which the two objective outcomes have been observed with uncertainty (e.g., after runni
Externí odkaz:
http://arxiv.org/abs/2209.03919
Autor:
Morales-Hernández, Alejandro, Gonzalez, Sebastian Rojas, Van Nieuwenhuyse, Inneke, Couckuyt, Ivo, Jordens, Jeroen, Witters, Maarten, Van Doninck, Bart
Adhesive joints are increasingly used in industry for a wide variety of applications because of their favorable characteristics such as high strength-to-weight ratio, design flexibility, limited stress concentrations, planar force transfer, good dama
Externí odkaz:
http://arxiv.org/abs/2112.08760
Autor:
Morales-Hernández, Alejandro, Van Nieuwenhuyse, Inneke, Gonzalez, Sebastian Rojas, Jordens, Jeroen, Witters, Maarten, Van Doninck, Bart
Automotive companies are increasingly looking for ways to make their products lighter, using novel materials and novel bonding processes to join these materials together. Finding the optimal process parameters for such adhesive bonding process is cha
Externí odkaz:
http://arxiv.org/abs/2112.06769
Hyperparameter optimization (HPO) is a necessary step to ensure the best possible performance of Machine Learning (ML) algorithms. Several methods have been developed to perform HPO; most of these are focused on optimizing one performance measure (us
Externí odkaz:
http://arxiv.org/abs/2111.13755
Autor:
Angeli, Leonardo, Caetano, Constantino Pereira, Franco, Nicolas, Abrams, Steven, Coletti, Pietro, Van Nieuwenhuyse, Inneke, Pop, Sorin, Hens, Niel
Publikováno v:
In Journal of Theoretical Biology 21 March 2024 581
Publikováno v:
In European Journal of Operational Research November 2024
Publikováno v:
In International Journal of Production Economics February 2022 244
Autor:
Morales-Hernández, Alejandro, Rojas Gonzalez, Sebastian, Van Nieuwenhuyse, Inneke, Couckuyt, Ivo, Jordens, Jeroen, Witters, Maarten, Van Doninck, Bart
Publikováno v:
Engineering with Computers; Aug2024, Vol. 40 Issue 4, p2497-2511, 15p
Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design.
Publikováno v:
Engineering with Computers; Aug2024, Vol. 40 Issue 4, p2143-2159, 17p