On the Generalisation of Soft Margin Algorithms

Generalization bounds depending on the margin of a classifier are a relatively recent development. They provide an explanation of the performance of state-of-the-art learning systems such as support vector machines (SVMs) [1] and Adaboost [2]. The difficulty with these bounds has been either their l...

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Bibliographic Details
Main Authors: Shawe-Taylor, J. (Author), Cristianini, N. (Author)
Format: Article
Language:English
Published: 2002-10.
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