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Spectral Properties of the Gramian of Finite Ultrametric Spaces

Gavin Robertson

TL;DR

The paper determines the spectral properties of the Gramian $G_p$ for finite ultrametric spaces, tying the minimum eigenvalue to the degree of strict $p$-negative type. It proves that for a nondegenerate finite ultrametric space with minimum nonzero distance $\alpha_1$, $\lambda_{\min}(G_p) = \alpha_1^p/2$ for all $p>0$ and fully describes the corresponding eigenspace. The results leverage the $p$-negative type framework, the $p$-Gramian construction, and the coterie structure of ultrametrics, providing an exact, $p$-dependent measure of strict $p$-negative type and an explicit eigenbasis. An illustrative example confirms the formula and demonstrates the construction in a concrete setting, highlighting the practical computability of the Gramian's spectral properties in ultrametric spaces.

Abstract

The concept of $p$-negative type is such that a metric space $(X,d_{X})$ has $p$-negative type if and only if $(X,d_{X}^{p/2})$ embeds isometrically into a Hilbert space. If $X=\{x_{0},x_{1},\dots,x_{n}\}$ then the $p$-negative type of $X$ is intimately related to the Gramian matrix $G_{p}=(g_{ij})_{i,j=1}^{n}$ where $g_{ij}=\frac{1}{2}(d_{X}(x_{i},x_{0})^{p}+d_{X}(x_{j},x_{0})^{p}-d_{X}(x_{i},x_{j})^{p})$. In particular, $X$ has strict $p$-negative type if and only if $G_{p}$ is strictly positive semidefinite. As such, a natural measure of the degree of strictness of $p$-negative type that $X$ possesses is the minimum eigenvalue of the Gramian $λ_{min}(G_{p})$. In this article we compute the minimum eigenvalue of the Gramian of a finite ultrametric space. Namely, if $X$ is a finite ultrametric space with minimum nonzero distance $α_{1}$ then we show that $λ_{min}(G_{p})=α_{1}^{p}/2$. We also provide a description of the corresponding eigenspace.

Spectral Properties of the Gramian of Finite Ultrametric Spaces

TL;DR

The paper determines the spectral properties of the Gramian for finite ultrametric spaces, tying the minimum eigenvalue to the degree of strict -negative type. It proves that for a nondegenerate finite ultrametric space with minimum nonzero distance , for all and fully describes the corresponding eigenspace. The results leverage the -negative type framework, the -Gramian construction, and the coterie structure of ultrametrics, providing an exact, -dependent measure of strict -negative type and an explicit eigenbasis. An illustrative example confirms the formula and demonstrates the construction in a concrete setting, highlighting the practical computability of the Gramian's spectral properties in ultrametric spaces.

Abstract

The concept of -negative type is such that a metric space has -negative type if and only if embeds isometrically into a Hilbert space. If then the -negative type of is intimately related to the Gramian matrix where . In particular, has strict -negative type if and only if is strictly positive semidefinite. As such, a natural measure of the degree of strictness of -negative type that possesses is the minimum eigenvalue of the Gramian . In this article we compute the minimum eigenvalue of the Gramian of a finite ultrametric space. Namely, if is a finite ultrametric space with minimum nonzero distance then we show that . We also provide a description of the corresponding eigenspace.

Paper Structure

This paper contains 6 sections, 8 theorems, 25 equations.

Key Result

Theorem 1.2

Let $(X,d_{X})$ be a metric space and $p\geq 0$.

Theorems & Definitions (24)

  • Definition 1.1
  • Theorem 1.2
  • Definition 1.3
  • Remark 1.4
  • Definition 2.1
  • Definition 2.2
  • Definition 2.3
  • Corollary 2.4
  • Definition 3.1
  • Remark 3.2
  • ...and 14 more