A Polynomial Coreset for Furthest Neighbor in Planar Metrics

TL;DR

This paper proves the existence of polynomial-sized $ ext{epsilon}$-coresets for furthest neighbor queries in planar metrics, improving previous exponential bounds and resolving an open problem for polygonal domains with holes.

Contribution

It establishes a polynomial bound on $ ext{epsilon}$-coresets in planar metrics and introduces the $ ext{epsilon}$-comatching index, showing a surprising exponential separation from $ ext{epsilon}$-(semi-)ladder indices.

Findings

Polynomial-sized $ ext{epsilon}$-coresets exist for planar metrics.

Introduces the $ ext{epsilon}$-comatching index and proves its polynomial bound.

Shows exponential lower bound for $ ext{epsilon}$-(semi-)ladder index in planar metrics.

Abstract

A furthest neighbor data structure on a metric space $(V,\mathrm{dist})$ and a set $P \subseteq V$ answers the following query: given $v \in V$, output $p \in P$ maximizing $\mathrm{dist}(v,p)$; in the approximate version, it is allowed to report any $p \in P$ with $\mathrm{dist}(v,p) \geq (1-\varepsilon)\max_{p' \in P} \mathrm{dist}(v,p')$ for an accuracy parameter $\varepsilon \in (0,1)$. A particular type of approximate furthest neighbor data structure is an $\varepsilon$-coreset: a small subset $Q \subseteq P$ such that for every query $v \in V$ there is a feasible answer $p \in Q$. Our main result is that in planar metrics there always exists an $\varepsilon$-coreset for furthest neighbors of size bounded polynomially in $(1/\varepsilon)$. This improves upon an exponential bound of Bourneuf and Pilipczuk [SODA'25] and resolves an open problem of de Berg and Theocharous [SoCG'24] for the case of polygons with holes. On the technical side, we develop a connection between $\varepsilon$-coreset for furthest neighbors and an invariant of a metric space that we call an $\varepsilon$-comatching index -- a sibling of $\varepsilon$-(semi-)ladder index, a.k.a, $\varepsilon$-scatter dimension, as defined by Abbasi et al [FOCS'23]. While the $\varepsilon$-(semi-)ladder index of planar metrics admits an exponential lower bound, we show that the $\varepsilon$-comatching index of planar metrics is polynomial, all in $1/\varepsilon$. The exponential separation between $\varepsilon$-(semi-)ladder and $\varepsilon$-comatching is rather surprising, and the proof is the main technical contribution of our work.