Imperial College London, London, UK; Cooperative State University, Mannheim, Germany; BASF SE, Ludwigshafen, Germany
Alexander Thebelt, Calvin Tsay, Robert Lee, Nathan Sudermann-Merx, David Walz, Behrang Shafei, Ruth Misener
Bayesian Optimization;Tree Ensembles;Global Optimization;Known Constraints;Black-box Optimization;Mixed-Variable Spaces;Hybrid Spaces
Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces