Papers

• A more robust boosting algorithm . Freund - 2009
• An Adaptive Version of the Boost By Majority Algorithm . Freund - 2000.
• Logistic Regression, AdaBoost and Bregman Distances . Collins, Schapire and Singer - 2000.
• BoosTexter: A Boosting-based System for Text Categorization . Schapire and Singer - 2000
• The alternating decision tree learning algorithm . Freund - 1999.
• Improved Boosting Algorithms Using Confidence-rated Predictions . Scapire and Singer - 1999.
• A Short Introduction to Boosting . Freund and Schapire - 1999.
• Additive Logistic Regression: a Statistical View of Boosting . Friedman, Hastie and Tibshirani - 1998.
• A Decision-Theoretic Generalization of on-Line Learning and an Application to Boosting . Freund and Schapire - 1997.
• Boosting the Margin: A New Explanation for the Effectiveness of Voting Methods . Schapire, Freund and Lee - 1997.
• Experiments with a New Boosting Algorithm . Freund and Schapire - 1996.
• Boosting a Weak Learning Algorithm By Majority . Freund - 1995.

Video lectures

• Boosting by Robert Schapire at MLSS 2005.

Web sites devoted to boosting

For a list of papers relating to boosting, there are two excellent resources:

• Rob Schapire's Boosting Website contains links to many resources and papers.
• Boosting.org contains a variety of pointers to papers and other resources.