Mean decrease accuracy for random forests: inconsistency, and a practical solution via the Sobol-MDA

Summary Variable importance measures are the main tools used to analyse the black-box mechanisms of random forests. Although the mean decrease accuracy is widely accepted as the most efficient variable importance measure for random forests, little is known about its statistical properties. In fact, ... View More