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An Introduction to Boosting and Leveraging

Meir, Ron; Raetsch, Gunnar

Description

We provide an introduction to theoretical and practical aspects of Boosting and Ensemble learning, providing a useful reference for researchers in the field of Boosting as well as for those seeking to enter this fascinating area of research. We begin with a short background concerning the necessary learning theoretical foundations of weak learners ahd their linear combinations. We then point out the useful connection between Boosting and the Theory of Optimization, which facilitates the...[Show more]

CollectionsANU Research Publications
Date published: 2003
Type: Book chapter
URI: http://hdl.handle.net/1885/86110

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