Computing Brascamp-Lieb Constants through the lens of Thompson Geometry
Optimization and Control
2024-04-16 v3 Computational Complexity
Data Structures and Algorithms
Functional Analysis
Abstract
This paper studies algorithms for efficiently computing Brascamp-Lieb constants, a task that has recently received much interest. In particular, we reduce the computation to a nonlinear matrix-valued iteration, whose convergence we analyze through the lens of fixed-point methods under the well-known Thompson metric. This approach permits us to obtain (weakly) polynomial time guarantees, and it offers an efficient and transparent alternative to previous state-of-the-art approaches based on Riemannian optimization and geodesic convexity.
Keywords
Cite
@article{arxiv.2208.05013,
title = {Computing Brascamp-Lieb Constants through the lens of Thompson Geometry},
author = {Melanie Weber and Suvrit Sra},
journal= {arXiv preprint arXiv:2208.05013},
year = {2024}
}
Comments
Under Review