34 citations · 58 across the 4 of their papers we have counts for
4 papers
Optimal Linear Interpolation under Differential Information: application to the prediction of perfect flows
Soumyodeep Mukhopadhyay, Didier Rullière, Rodolphe Le Riche +3
Approximation of functions satisfying partial differential equations (PDEs) is paramount for simulation of physical fluid flows and other problems in physics. Recently, physics-inf…
Modeling and Optimization with Gaussian Processes in Reduced Eigenbases -- Extended Version
David Gaudrie, Rodolphe Le Riche, Victor Picheny +2
Parametric shape optimization aims at minimizing an objective function f(x) where x are CAD parameters. This task is difficult when f is the output of an expensive-to-evaluate nume…
Targeting Solutions in Bayesian Multi-Objective Optimization: Sequential and Batch Versions
David Gaudrie, Rodolphe Le Riche, Victor Picheny +2
Multi-objective optimization aims at finding trade-off solutions to conflicting objectives. These constitute the Pareto optimal set. In the context of expensive-to-evaluate functio…
Budgeted Multi-Objective Optimization with a Focus on the Central Part of the Pareto Front -- Extended Version
David Gaudrie, Rodolphe Le Riche, Victor Picheny +2
Optimizing nonlinear systems involving expensive computer experiments with regard to conflicting objectives is a common challenge. When the number of experiments is severely restri…