Figure 13 :
13errors on each dataset by the best fit hyperparameter values of 0.9, 0.4 and 0.1 for hyperparameters α A , α B and α C , respectively. Figure 14 displays the histograms and KDE distributions for each parameter and scatter plots for each pair of parameters. Each true parameter value (marked by the black dashed line) falls within the high probability regions of the associated Posterior distribution. Considering the log marginal The model prediction, uncertainty intervals and synthetic **data** points are plotted versus x for the posterior distributions (a) employing the reported errors, and (b) weighing the errors using hyperparameters. Note that for a visual effect we have rescaled the errorbars in (b) by the best fit hyperparameters.
