English

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.

Keywords

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

R2 v1 2026-06-23T20:50:39.900Z