Likelihood Equations and Scattering Amplitudes
Algebraic Geometry
2021-12-15 v1 High Energy Physics - Theory
Statistics Theory
Statistics Theory
Abstract
We relate scattering amplitudes in particle physics to maximum likelihood estimation for discrete models in algebraic statistics. The scattering potential plays the role of the log-likelihood function, and its critical points are solutions to rational function equations. We study the ML degree of low-rank tensor models in statistics, and we revisit physical theories proposed by Arkani-Hamed, Cachazo and their collaborators. Recent advances in numerical algebraic geometry are employed to compute and certify critical points. We also discuss positive models and how to compute their string amplitudes.
Cite
@article{arxiv.2012.05041,
title = {Likelihood Equations and Scattering Amplitudes},
author = {Bernd Sturmfels and Simon Telen},
journal= {arXiv preprint arXiv:2012.05041},
year = {2021}
}
Comments
18 pages