The influence of feature selection methods on accuracy, stability and interpretability of molecular signatures

Anne-Claire Haury, Pierre Gestraud, Jean-Philippe Vert

Motivation: Biomarker discovery from high-dimensional data is a crucial problem with enormous applications in biology and medicine. It is also extremely challenging from a statisti…