no code implementations • 12 Mar 2024 • Nicolau Andrés-Thió, Mario Andrés Muñoz, Kate Smith-Miles
These techniques are highly relevant when assessing the performance of a particular design carries a high cost, as the overall cost can be mitigated via the construction of a model to be queried in lieu of the available high-cost source.
no code implementations • 1 Jun 2023 • Ana Nikolikj, Sašo Džeroski, Mario Andrés Muñoz, Carola Doerr, Peter Korošec, Tome Eftimov
In black-box optimization, it is essential to understand why an algorithm instance works on a set of problem instances while failing on others and provide explanations of its behavior.
no code implementations • 2 Mar 2022 • Hanan Alsouly, Michael Kirley, Mario Andrés Muñoz
Specifically, we scrutinise the multi-objective landscape and introduce new features to describe the multi-objective-violation landscape, formed by the interaction between constraint violation and multi-objective fitness.