Interpretable random forest models through forward variable selection

Jasper Velthoen, Juan-Juan Cai, Geurt Jongbloed

Random forest is a popular prediction approach for handling high dimensional covariates. However, it often becomes infeasible to interpret the obtained high dimensional and non-par…