Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations

Computing, Computer Science, Mathematics +13

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

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Experiments with a new boosting algorithm

Yoav Freund, Robert E. Schapire · 1996 · 7.6K citations

Computing, Computer Science, Algorithms +14

Stochastic gradient boosting

Jerome H. Friedman · Computational Statistics & Data Analysis · 2002 · 7.1K citations