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 is a -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