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Surrogate Regret Bounds for Proper Losses

Published on 2009-08-263148 Views

We present tight surrogate regret bounds for the class of proper (i.e., Fisher consistent) losses. The bounds generalise the margin-based bounds due to Bartlett et al. (2006). The proof uses Taylor's

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