How important are the genes to explain the outcome - the asymmetric Shapley value as an honest importance metric for high-dimensional features

Mark A. van de Wiel, Jeroen Goedhart, Martin Jullum +1

In clinical prediction settings the importance of a high-dimensional feature like genomics is often assessed by evaluating the change in predictive performance when adding it to a…