English

Gaussian likelihood geometry of projective varieties

Algebraic Geometry 2023-11-27 v2 Statistics Theory Statistics Theory

Abstract

We explore the maximum likelihood degree of a homogeneous polynomial FF on a projective variety XX, MLDF(X)\mathrm{MLD}_F(X), which generalizes the concept of Gaussian maximum likelihood degree. We show that MLDF(X)\mathrm{MLD}_F(X) is equal to the count of critical points of a rational function on XX, and give different geometric characterizations of it via topological Euler characteristic, dual varieties, and Chern classes.

Keywords

Cite

@article{arxiv.2208.12560,
  title  = {Gaussian likelihood geometry of projective varieties},
  author = {Sandra Di Rocco and Lukas Gustafsson and Luca Schaffler},
  journal= {arXiv preprint arXiv:2208.12560},
  year   = {2023}
}

Comments

25 pages, 1 figure. Final revised version. The main results were extended to the non-smooth case. To appear in SIAM Journal on Applied Algebra and Geometry