Boosted Regression Trees for ecological modeling

Greedy function approximation: A gradient boosting machine.

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

Computing, Computer Science, Mathematics +17

Stochastic gradient boosting

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

Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · The Annals of Statistics · 2000 · 7K citations · Full text

Computing, Computer Science, Mathematics +16

Multiple additive regression trees with application in epidemiology

Jerome H. Friedman, Jacqueline J. Meulman · Statistics in Medicine · 2003 · 799 citations

Computing, Biostatistics, Oncology +16

Generalized Boosted Models: A guide to the gbm package

Greg Ridgeway · 2006 · 769 citations

Computing, Biostatistics, Computer Science +15