The authors define functional Bregman divergences in reproducing kernel Hilbert spaces by composing Bregman generators with kernel mean embeddings, yielding an easily estimable generalization of MMD.
Hence it is strictly convex
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Generalising maximum mean discrepancy: kernelised functional Bregman divergences
The authors define functional Bregman divergences in reproducing kernel Hilbert spaces by composing Bregman generators with kernel mean embeddings, yielding an easily estimable generalization of MMD.