Strongly Convex Divergences

09/22/2020

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by   James Melbourne, et al.

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We consider a sub-class of the f-divergences satisfying a stronger convexity property, which we refer to as strongly convex, or κ-convex divergences. We derive new and old relationships, based on convexity arguments, between popular f-divergences.