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
Event	Conference on Database Systems for Business, Technology and Web - Bamberg, Germany Duration: 3 Mar 2025 → 7 Mar 2025 Conference number: 2025 https://dblp.org/db/conf/btw/index.html

Conference

Conference	Conference on Database Systems for Business, Technology and Web
Number	2025
Country/Territory	Germany
City	Bamberg
Period	03/03/2025 → 07/03/2025
Internet address	https://dblp.org/db/conf/btw/index.html

Keywords

machine-learning
geospatial
spatial data
indexing

Access to Document

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

Cite this

@inproceedings{dfa9cfd97a014821b9c078cfcfeb1745,

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",

note = "Conference on Database Systems for Business, Technology and Web, BTW ; Conference date: 03-03-2025 Through 07-03-2025",

url = "https://dblp.org/db/conf/btw/index.html",

}

Pandey, V, Van Renen, A, Zacharatou, ET, Kipf, A, Sabek, I, Ding, J, Markl, V & Kemper, A 2025, Enhancing In-Memory Spatial Indexing with Learned Search. in Datenbanksysteme für Business, Technologie und Web (BTW 2025). Gesellschaft für Informatik, pp. 281-308, Conference on Database Systems for Business, Technology and Web, Bamberg, Germany, 03/03/2025. https://doi.org/10.18420/BTW2025-14

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

N1 - Conference code: 2025

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

T2 - Conference on Database Systems for Business, Technology and Web

Y2 - 3 March 2025 through 7 March 2025

ER -