Uncovering Feature Interdependencies in High-Noise Environments with Stepwise Lookahead Decision Forests

Delilah Donick, Sandro Claudio Lera

Conventionally, random forests are built from "greedy" decision trees which each consider only one split at a time during their construction. The sub-optimality of greedy implement…