400 citations · 403 across the 2 of their papers we have counts for
3 papers
TIGRESS: Trustful Inference of Gene REgulation using Stability Selection
Anne-Claire Haury, Fantine Mordelet, Paola Vera-Licona +1
Inferring the structure of gene regulatory networks (GRN) from gene expression data has many applications, from the elucidation of complex biological processes to the identificatio…
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…
Increasing stability and interpretability of gene expression signatures
Anne-Claire Haury, Laurent Jacob, Jean-Philippe Vert
Motivation : Molecular signatures for diagnosis or prognosis estimated from large-scale gene expression data often lack robustness and stability, rendering their biological interpr…