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Approximate Dynamic Nearest Neighbor Searching in a Polygonal Domain

  • Joost van der Laan*
  • , Frank Staals*
  • , Lorenzo Theunissen*
  • *Corresponding author for this work

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

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Abstract

We present efficient data structures for approximate nearest neighbor searching and approximate 2-point shortest path queries in a two-dimensional polygonal domain P with n vertices. Our goal is to store a dynamic set of m point sites S in P so that we can efficiently find a site s ∈ S closest to an arbitrary query point q. We will allow both insertions and deletions in the set of sites S. However, as even just computing the distance between an arbitrary pair of points q, s ∈ P requires a substantial amount of space, we allow for approximating the distances. Given a parameter ε > 0, we build an O(n /ε log n) space data structure that can compute a 1 + εapproximation of the distance between q and s in O(ε1/2 log n) time. Building on this, we then obtain an O(n+m/ε log n + m/ε log m) space data structure that allows us to report a site s ∈ S so that the distance between query point q and s is at most (1 + ε)-times the distance between q and its true nearest neighbor in O(ε1/2 log n + 1 /ε log n log m + 1 /ε log2 m) time. Our data structure supports updates in O(ε1/2 log n + 1/ε log n log m + 1 /ε log2 m) amortized time.

Original languageEnglish
Title of host publication42nd International Symposium on Computational Geometry, SoCG 2026
EditorsHee-Kap Ahn, Michael Hoffmann, Amir Nayyeri
PublisherSchloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
Number of pages16
ISBN (Electronic)9783959774185
DOIs
Publication statusPublished - 2026
Event42nd International Symposium on Computational Geometry, SoCG 2026 - New Brunswick, United States
Duration: 2 Jun 2026 → 5 Jun 2026

Publication series

NameLeibniz International Proceedings in Informatics, LIPIcs
Volume367
ISSN (Print)1868-8969

Conference

Conference42nd International Symposium on Computational Geometry, SoCG 2026
Country/TerritoryUnited States
CityNew Brunswick
Period2/06/26 → 5/06/26

Keywords

  • dynamic data structure
  • nearest neighbor search
  • polygonal domain

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