Honest decision trees and random forests achieve weak, almost sure, and uniform consistency for regression under mild conditions via elementary proofs.
Bounds for the uniform deviation of empirical measures.Journal of Multivariate Analysis1272-79
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Consistency of Honest Decision Trees and Random Forests
Honest decision trees and random forests achieve weak, almost sure, and uniform consistency for regression under mild conditions via elementary proofs.