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-Divergence Inequalities via Functional Domination
Published 28 Oct 2016 in cs.IT, cs.LG, math.IT, math.PR, math.ST, and stat.TH | (1610.09110v1)
Abstract: This paper considers derivation of -divergence inequalities via the approach of functional domination. Bounds on an -divergence based on one or several other -divergences are introduced, dealing with pairs of probability measures defined on arbitrary alphabets. In addition, a variety of bounds are shown to hold under boundedness assumptions on the relative information. The journal paper, which includes more approaches for the derivation of f-divergence inequalities and proofs, is available on the arXiv at https://arxiv.org/abs/1508.00335, and it has been published in the IEEE Trans. on Information Theory, vol. 62, no. 11, pp. 5973-6006, November 2016.
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