Tropical Fréchet means: a polyhedral approach to exact optimization

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Authors: Kamillo Ferry, Bo Lin, Carlos Améndola, Anthea Monod, Ruriko Yoshida
Cited by: 0
References: 20

Abstract

The Fréchet mean is a fundamental notion of central tendency defined as a minimizer of a sum of squared distances in a general metric space. In this paper, we study Fréchet means in tropical geometry—a piecewise linear, combinatorial, and polyhedral variant of algebraic geometry—by formulating and solving the associated tropical quadratic optimization problem. We give a geometric characterization of the collection of all tropical Fréchet means as a bounded set that is simultaneously tropically and classically convex, hence a polytrope. We establish the existence of positivity certificates for maxima of finitely many quadratic polynomials in R [ x 1 , … , x n ] whose homogeneous quadratic components are sums of squares, which provides a symbolic framework for exact optimization. Using this structure, we develop algorithms for computing tropical Fréchet means and the associated Fréchet mean polytrope. We further describe a combinatorial type decomposition of the objective function induced by braid arrangements, yielding a piecewise quadratic representation and a fully symbolic method for exact computation.

Fields of Study & Subjects

Polynomial and algebraic computation Advanced Optimization Algorithms Research Tensor decomposition and applications

Publication details

Journal / source
Journal of Symbolic Computation
Publisher
Elsevier BV
Volume
137
Pages
102572–102572
Publication date
18 March 2026
Language
EN