Statistical View of Boosting -

Additive Logistic Regression - A Statistical View of Boosting, published in the Annals of Statistics 2000, by none other than Jerome Friedman, Trevor Hastie, and
Robert Tibshirani. (71 pages in length). I will post a summary soon. It looks to be a valuable link between classical statistical concepts and new machine learning methodology.