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Surrogate Regret Bounds for Proper Losses

Published on Aug 26, 20093137 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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