Performance of the SOM evaluated by calculating the average map error, S (t) (solid black line, left panels), and number of movements, N_move(t), in a given epoch, t (right panels). In the left panels, we also give the average error of the SOM when applied to the validation input data (yellow line). The dashed vertical lines represent, for each panel, the epoch associated with the early-stopping method (see text for details).