Enhancing In-Memory Spatial Indexing with Learned Search

Varun Pandey; Alexander Van Renen; Eleni Tzirita Zacharatou; Andreas  Kipf; Ibrahim Sabek; Jialin  Ding; Volker Markl; Alfons Kemper

doi:10.18420/BTW2025-14

Enhancing In-Memory Spatial Indexing with Learned Search

Varun Pandey, Alexander Van Renen, Eleni Tzirita Zacharatou, Andreas Kipf, Ibrahim Sabek, Jialin Ding, Volker Markl, Alfons Kemper

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Original language	English
Title of host publication	Datenbanksysteme für Business, Technologie und Web (BTW 2025)
Number of pages	28
Publisher	Gesellschaft für Informatik
Publication date	Feb 2025
Pages	281-308
DOIs	https://doi.org/10.18420/BTW2025-14
Publication status	Published - Feb 2025

Keywords

machine-learning
geospatial
spatial data
indexing

Access to Document

10.18420/BTW2025-14Licence: CC BY-NC-ND

Cite this

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title = "Enhancing In-Memory Spatial Indexing with Learned Search",

keywords = "machine-learning, geospatial, spatial data, indexing",

author = "Varun Pandey and {Van Renen}, Alexander and Zacharatou, {Eleni Tzirita} and Andreas Kipf and Ibrahim Sabek and Jialin Ding and Volker Markl and Alfons Kemper",

year = "2025",

month = feb,

doi = "10.18420/BTW2025-14",

language = "English",

pages = "281--308",

booktitle = "Datenbanksysteme f{\"u}r Business, Technologie und Web (BTW 2025)",

publisher = "Gesellschaft f{\"u}r Informatik",

address = "Germany",

}

TY - GEN

T1 - Enhancing In-Memory Spatial Indexing with Learned Search

AU - Pandey, Varun

AU - Van Renen, Alexander

AU - Zacharatou, Eleni Tzirita

AU - Kipf, Andreas

AU - Sabek, Ibrahim

AU - Ding, Jialin

AU - Markl, Volker

AU - Kemper, Alfons

PY - 2025/2

Y1 - 2025/2

KW - machine-learning

KW - geospatial

KW - spatial data

KW - indexing

U2 - 10.18420/BTW2025-14

DO - 10.18420/BTW2025-14

M3 - Article in proceedings

SP - 281

EP - 308

BT - Datenbanksysteme für Business, Technologie und Web (BTW 2025)

PB - Gesellschaft für Informatik

ER -