no code implementations • 27 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.
no code implementations • 11 Nov 2020 • Koen van der Blom, Timo M. Deist, Vanessa Volz, Mariapia Marchi, Yusuke Nojima, Boris Naujoks, Akira Oyama, Tea Tušar
Optimisation algorithms are commonly compared on benchmarks to get insight into performance differences.
no code implementations • 14 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.