Fig. 1

Ten-fold cross-validation for the best variable selection The tenfold cross-validation filters \(\lambda\). Plotting at one standard error of the lowest and maximum criterion is a vertical dashed line. The model with the fewest parameters and high performance is denoted by \(\lambda\).1se