Auto-Weka: This tool uses Bayesian optimization to automate algorithm selection and hyperparameter tuning. Spearmint: This tool uses Bayesian optimization to automatically run experiments that ...

The frameworks are in place, the hardware infrastructure is robust, but what has been keeping machine learning performance at bay has far less to do with the system-level capabilities and more to do ...

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

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 ...