139 citations · 273 across the 16 of their papers we have counts for
Showing 2012 · cs.LGShow all
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cs.LG2012★ 17 cited
Tighter Variational Representations of f-Divergences via Restriction to Probability Measures
Avraham Ruderman, Mark Reid, Dario Garcia-Garcia +1
We show that the variational representations for f-divergences currently used in the literature can be tightened. This has implications to a number of methods recently proposed bas…
cs.LG2012★ 1 cited
The Convexity and Design of Composite Multiclass Losses
Mark Reid, Robert Williamson, Peng Sun
We consider composite loss functions for multiclass prediction comprising a proper (i.e., Fisher-consistent) loss over probability distributions and an inverse link function. We es…