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 ...

Bayesian optimization (BO) can help determine the optimal deposition conditions for high-performance passivation films in solar cells. However, simple implementations tend to suggest excessively ...

We present a Bayesian approach to model calibration when evaluation of the model is computationally expensive. Here, calibration is a nonlinear regression problem: given a data vector Y corresponding ...

At its core, BoTorch — and Bayesian optimization in general — is all about making model optimizing easier and faster for data scientists to get to a production-ready model.