Universal Barrier is nn-Self-Concordant

preprint2022arXivOpen access

Abstract

This paper shows that the self-concordance parameter of the universal barrier on any nn-dimensional proper convex domain is upper bounded by nn. This bound is tight and improves the previous O(n)O(n) bound by Nesterov and Nemirovski. The key to our main result is a pair of new, sharp moment inequalities for ss-concave distributions, which could be of independent interest.

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