A Scalable Algorithm for Maximizing Range Sum in Spatial Databases
Summary: Introduces ExactMaxRS, an I/O-optimal external-memory algorithm for maximizing weighted-point coverage by a fixed rectangle, bringing the computational-geometry problem to scalable spatial databases. Also gives ApproxMaxCRS for circular regions, with provable bounds and ~100× speedups in experiments. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Dong-Wan Choi (Korea Advanced Institute of Science and Technology)
- 2. Chin-Wan Chung (Korea Advanced Institute of Science and Technology)
- 3. Yufei Tao (Chinese University of Hong Kong; Korea Advanced Institute of Science and Technology)
BibTeX Citation
@article{choi_vldb12,
title = {{A Scalable Algorithm for Maximizing Range Sum in Spatial Databases}},
author = {Choi, Dong-Wan and Chung, Chin-Wan and Tao, Yufei},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {11},
pages = {1088--1099},
doi = {10.14778/2350229.2350241},
url = {https://doi.org/10.14778/2350229.2350241},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,700 | Approximate MaxRS in Spatial Databases | 2013 | VLDB | 7.1861452e-05 |
| 5,233 | Progressive Top-k Subarray Query Processing in Array Databases | 2019 | VLDB | 6.3054877e-05 |
| 6,683 | Efficient Algorithms for Optimal Location Queries in Road Networks | 2014 | SIGMOD | 5.8037274e-05 |
| 7,188 | Retrieving Regions of Interest for User Exploration | 2014 | VLDB | 5.6776255e-05 |
| 7,600 | Towards Best Region Search for Data Exploration | 2016 | SIGMOD | 5.5867987e-05 |
| 8,740 | Finding Attribute-aware Similar Regions for Data Analysis | 2019 | VLDB | 5.3766157e-05 |
| 8,823 | Querying Geo-Textual Data: Spatial Keyword Queries and Beyond | 2016 | SIGMOD | 5.3624668e-05 |
| 10,173 | A Bouquet of Results on Maximum Range Sum: General Techniques and Hardness Reductions | 2026 | PODS | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 648 | Progressive Approximate Aggregate Queries with a Multi-Resolution Tree Structure | 2001 | SIGMOD | 0.00015324657 |
| 1,441 | Efficient Processing of Top-k Spatial Preference Queries | 2011 | VLDB | 0.00010778831 |
| 2,761 | On Computing Top-t Most Influential Spatial Sites | 2005 | VLDB | 8.154319e-05 |
| 3,118 | Efficient Method for Maximizing Bichromatic Reverse Nearest Neighbor | 2009 | VLDB | 7.7373846e-05 |
| 3,428 | Progressive Computation of the Min-Dist Optimal-Location Query | 2006 | VLDB | 7.4213355e-05 |
| 6,160 | New Results on Two-dimensional Orthogonal Range Aggregation in External Memory | 2011 | PODS | 5.9538639e-05 |
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| 1 | 9,104 | Spatial Priority Search: An Access Technique for Scaleless Maps | 1991 | SIGMOD |
| 2 | 7,188 | Retrieving Regions of Interest for User Exploration | 2014 | VLDB |
| 3 | 5,692 | Spatial Independent Range Sampling | 2021 | SIGMOD |
| 4 | 3,118 | Efficient Method for Maximizing Bichromatic Reverse Nearest Neighbor | 2009 | VLDB |
| 5 | 7,600 | Towards Best Region Search for Data Exploration | 2016 | SIGMOD |
| 6 | 3,458 | Collective Spatial Keyword Queries: A Distance Owner-Driven Approach | 2013 | SIGMOD |
| 7 | 3,703 | Approximation Techniques for Spatial Data | 2004 | SIGMOD |
| 8 | 3,428 | Progressive Computation of the Min-Dist Optimal-Location Query | 2006 | VLDB |
| 9 | 10,173 | A Bouquet of Results on Maximum Range Sum: General Techniques and Hardness Reductions | 2026 | PODS |
| 10 | 3,700 | Approximate MaxRS in Spatial Databases | 2013 | VLDB |