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.