Joint Range of f-divergences

Details Joint Range of f-divergences Joint Range of f-divergences

2010-01-25

arxiv.org/abs/1001.4432v3

Computer Science

Information Theory

Accepted for presentation at ISIT 2010

Scientific paper

We provide a general method for evaluation of the joint range of f-divergences for two different functions f. Via topological arguments we prove that the joint range for general distributions equals the convex hull of the joint range achieved by the distributions on a two-element set. The joint range technique provides important inequalities between different f-divergences with various applications in information theory and statistics.

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