English

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}
}

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