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Stochastic gradient boosting

J. Friedman

2002 · DOI: 10.1016/S0167-9473(01)00065-2
6,564 Citations

TLDR

It is shown that both the approximation accuracy and execution speed of gradient boosting can be substantially improved by incorporating randomization into the procedure.