Figure. S9. Best power plant energy output evaluations averaged over 10 runs, using the trained Polynomial Regression (degree 2) algorithm as the predictive oracle and compared across different surrogate models. For this simple dataset, the Polynomial Regression turned out to be one of the better performing algorithms for extrapolative purposes. Here, there does not appear to be perceptible difference in the performance of the various models.