Multilayer Knockoff Filter: Controlled variable selection at multiple resolutions

Eugene Katsevich, Chiara Sabatti

We tackle the problem of selecting from among a large number of variables those that are 'important' for an outcome. We consider situations where groups of variables are also of in…