David Muchlinski, David Siroky, Jingrui He, Matthew Kocher, Comparing Random Forest with Logistic Regression for Predicting Class-Imbalanced Civil War Onset Data, Political Analysis, Vol. 24, No. 1 ...

Random forests—a machine-learning tool for classification and regression proposed a few years ago—have an inherent procedure of producing variable importances.