Nonlinear Dimensionality Reduction Techniques for Bayesian Optimization

Luo Long, Coralia Cartis, Paz Fink Shustin

Bayesian optimisation (BO) enables sample-efficient global optimisation of expensive black-box functions but remains challenging in high dimensions. We investigate nonlinear dimens…