Figure. S12. Visualization of the prediction and uncertainty manifold for the Gaussian Process surrogate model applied to the thermoelectric dataset, for different values of
alpha. The
alpha parameter is an indication of the noise level inherent in the dataset. It should be noted that if
alpha is set inappropriately, the GP is unable to accurately model the given data.