Search Results for author: Mariapia Marchi

Found 3 papers, 0 papers with code

One Step Preference Elicitation in Multi-Objective Bayesian Optimization

no code implementations27 May 2021 Juan Ungredda, Mariapia Marchi, Teresa Montrone, Juergen Branke

We address this issue by using a multi-objective Bayesian optimization algorithm and allowing the DM to select a preferred solution from a predicted continuous Pareto front just once before the end of the algorithm rather than selecting a solution after the end.

Bayesian Optimization

Towards Realistic Optimization Benchmarks: A Questionnaire on the Properties of Real-World Problems

no code implementations14 Apr 2020 Koen van der Blom, Timo M. Deist, Tea Tušar, Mariapia Marchi, Yusuke Nojima, Akira Oyama, Vanessa Volz, Boris Naujoks

This work aims to identify properties of real-world problems through a questionnaire on real-world single-, multi-, and many-objective optimization problems.

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