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Tropical toric maximum likelihood estimation

Authors :
Boniface, Eric
Devriendt, Karel
Hoşten, Serkan
Publication Year :
2024

Abstract

We consider toric maximum likelihood estimation over the field of Puiseux series and study critical points of the likelihood function using tropical methods. This problem translates to finding the intersection points of a tropical affine space with a classical linear subspace. We derive new structural results on tropical affine spaces and use these to give a complete and explicit description of the tropical critical points in certain cases. In these cases, we associate tropical critical points to the simplices in a regular triangulation of the polytope giving rise to the toric model.<br />Comment: 20 pages, 7 figures

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2404.10567
Document Type :
Working Paper