34 citations · 112 across the 10 of their papers we have counts for
3 papers · 1 filter
A comparison of mixed-variables Bayesian optimization approaches
Jhouben Cuesta-Ramirez, Rodolphe Le Riche, Olivier Roustant +3
Most real optimization problems are defined over a mixed search space where the variables are both discrete and continuous. In engineering applications, the objective function is t…
Revisiting Bayesian Optimization in the light of the COCO benchmark
Rodolphe Le Riche, Victor Picheny
It is commonly believed that Bayesian optimization (BO) algorithms are highly efficient for optimizing numerically costly functions. However, BO is not often compared to widely dif…
A sampling criterion for constrained Bayesian optimization with uncertainties
Reda El Amri, Rodolphe Le Riche, Céline Helbert +2
We consider the problem of chance constrained optimization where it is sought to optimize a function and satisfy constraints, both of which are affected by uncertainties. The real…