Bayesian Optimization: Bayesian optimization employs probabilistic models to model the performance of the model as a function of hyperparameters.

Chen Liang, Sankaran Mahadevan, Multidisciplinary Optimization under Uncertainty Using Bayesian Network, SAE International Journal of Materials and Manufacturing, Vol. 9, No. 2 (May 2016), pp. 419-429 ...

Nikolay Bliznyuk, David Ruppert, Christine Shoemaker, Rommel Regis, Stefan Wild, Pradeep Mugunthan, Bayesian Calibration and Uncertainty Analysis for Computationally Expensive Models Using ...