The paper introduces Stabl, a new machine learning method for identifying sparse and reliable biomarker candidates from high-dimensional omics data.
Stabl combines subsampling, noise injection via knockoffs or permutations, and minimization of a false discovery proportion (FDP) surrogate to selec...