English

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

Optimization and Control 2015-04-14 v3 Information Theory Machine Learning math.IT

Abstract

We prove that the Cram\'er 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.

Keywords

Cite

@article{arxiv.1412.1587,
  title  = {The entropic barrier: a simple and optimal universal self-concordant barrier},
  author = {Sébastien Bubeck and Ronen Eldan},
  journal= {arXiv preprint arXiv:1412.1587},
  year   = {2015}
}

Comments

15 pages