Extended Data Fig. 4 ∣. Stabl_L’s performance on synthetic data with varying number of total features compared to Lasso.

Synthetic datasets differing in the number of features were generated as described in Fig. 2. Sparsity ($\mid \widehat{\mathrm{S}}\mid$, a) reliability (FDR, b, andJI, c), and predictivity (RMSE, d) of Stabl_L (red box plots) and Lasso (grey box plots) as a function of the number of samples (n, x-axis) for 10 (left), 25 (middle), or 50 (right) informative features within p = 100, 500, 1000, 2500, 5000, 7500, and 10000 total number of features. Boxes in box plots indicate the median and interquartile range (IQR), with whiskers indicating 1.5 × IQR.