Tropical Fréchet Means

The Fréchet mean is a key measure of central tendency as a barycenter for a given set of points in a general metric space. It is computed by solving an optimization problem and is a fundamental quantity in statistics. In this paper, we study Fréchet means in tropical geometry—a piecewise linear, combinatorial, and polyhedral variant of algebraic geometry that has gained prominence in applications. A key property of Fréchet means is that uniqueness is generally not guaranteed, which is true in tropical settings. In solving the tropical Fréchet mean optimization problem, we obtain a geometric characterization of the collection of all Fréchet means in a general tropical space as a tropically and classically convex polytope. Furthermore, we prove that a certificate of positivity for finitely many quadratic polynomials in R[𝑥1, . . . , 𝑥𝑛] always exists, given that their quadratic homogeneous components are sums of squares. We propose an algorithm to symbolically compute the Fréchet mean polytope based on our exact quadratic optimization result and study its complexity.

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Publication Details

Journal
DepositOnce
Published
2025-11-10
DOI
https://doi.org/10.14279/depositonce-24979
Primary Topic
Polynomial and algebraic computation
Type
article
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Tropical Fréchet Means

Ruriko Yoshida, Anthea Monod, Carlos Améndola, Kamillo Ferry et al.
DepositOnce
Polynomial and algebraic computation
article

Tropical Fréchet Means

Ruriko Yoshida, Anthea Monod, Carlos Améndola, Kamillo Ferry, Bo Lin
article en

Abstract

The Fréchet mean is a key measure of central tendency as a barycenter for a given set of points in a general metric space. It is computed by solving an optimization problem and is a fundamental quantity in statistics. In this paper, we study Fréchet means in tropical geometry—a piecewise linear, combinatorial, and polyhedral variant of algebraic geometry that has gained prominence in applications. A key property of Fréchet means is that uniqueness is generally not guaranteed, which is true in tropical settings. In solving the tropical Fréchet mean optimization problem, we obtain a geometric characterization of the collection of all Fréchet means in a general tropical space as a tropically and classically convex polytope. Furthermore, we prove that a certificate of positivity for finitely many quadratic polynomials in R[𝑥1, . . . , 𝑥𝑛] always exists, given that their quadratic homogeneous components are sums of squares. We propose an algorithm to symbolically compute the Fréchet mean polytope based on our exact quadratic optimization result and study its complexity.

DepositOnce
Openalex Percentile: Top 23%
Polynomial and algebraic computation
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