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The entropic barrier: a simple and optimal universal self-concordant barrier

Abstract

We prove that the Cram\ér transform of the uniform measure on a convex body in Rn\mathbb{R}^n is a (1+o(1))n(1+o(1)) n-self-concordant barrier, improving a seminal result of Nesterov and Nemirovski. This gives the first explicit construction of a universal barrier for convex bodies with optimal self-concordance parameter. The proof is based on basic geometry of log-concave distributions, and elementary duality in exponential families.

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