@inproceedings{2007-C-RealBoosting-IJCAI , author={Claudia Henry and Richard Nock and Frank Nielsen} , title={Real boosting a la carte with an application to boosting oblique decision tree} , booktitle={International Joint Conference on Artificial Intelligence (IJCAI)} , month={January} , year={2007} , pages={842-847} , address={Hyderabad, India} , abstract={In the past ten years, boosting has become a major field of machine learning and classification. This paper brings contributions to its theory and algorithms. We first unify a well-known top-down decision tree induction algorithm due to Kearns and Mansour, 1999 , and discrete AdaBoost Freund and Schapire, 1997 , as two versions of a same higher-level boosting algorithm. It may be used as the basic building block to devise simple provable boosting algorithms for complex classifiers. We provide one example: the first boosting algorithm for Oblique Decision Trees, an algorithm which turns out to be simpler, faster and significantly more accurate than previous approaches.} }