Stochastic gradient boosting

Breiman, 1996, Bagging predictors, Mach. Learning, 26, 123, 10.1007/BF00058655

Breiman, L., 1999. Using adaptive bagging to debias regressions. Technical Report, Department of Statistics, University of California, Berkeley.

Freund, Y., Schapire, R., 1996. Experiments with a new boosting algorithm. Machine Learning: Proceedings of the 13th International Conference, pp. 148–156.

Friedman, J.H., 1999. Greedy function approximation: a gradient boosting machine. Technical Report, Department of Statistics, Stanford University.

Friedman, J.H., Hastie, T., Tibshirani, R., 1998. Additive logistic regression: a statistical view of boosting. Technical Report, Department of Statistics, Stanford University.