2 papers
stat.ML2018
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…
stat.ML2018
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…