Honest decision trees and random forests achieve weak, almost sure, and uniform consistency for regression under mild conditions via elementary proofs.
Bootstrap Methods: Another Look at the Jackknife.The Annals of Statistics71-26
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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.