Dong An

Neighbor Regularized Bayesian Optimization for Hyperparameter Optimization

2022 · arXiv (Cornell University)

Bayesian Optimization (BO) is a common solution to search optimal hyperparameters based on sample observations of a machine learning model. Existing BO algorithms could converge slowly even collapse when the potential observation noise misdirects the …