Adaptive Expansion Bayesian Optimization for Unbounded Global Optimization

Wei Chen, Mark Fuge

Bayesian optimization is normally performed within fixed variable bounds. In cases like hyperparameter tuning for machine learning algorithms, setting the variable bounds is not tr…