Spatial Joins in Main Memory: Implementation Matters!
Summary: Main-memory spatial joins reveal that implementation choices trump high-level algorithms. Re-implementing the worst technique (Simple Grid) with small changes yields a multi-fold speedup, overturning prior results and underscoring fragility of memory-resident empirical conclusions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,200 | k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation | 2016 | VLDB | 5.1602201e-05 |
| 7,925 | Architecting a Query Compiler for Spatial Workloads | 2020 | SIGMOD | 4.6153403e-05 |
| 8,575 | THERMAL-JOIN: A Scalable Spatial Join for Dynamic Workloads | 2015 | SIGMOD | 4.4928872e-05 |
| 10,507 | SwiftSpatial: Spatial Joins on Modern Hardware | 2025 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2 | R-Trees: A Dynamic Index Structure For Spatial Searching | 1984 | SIGMOD | 0.0032169493 |
| 1,983 | Optimizing Multidimensional Index Trees for Main Memory Access | 2001 | SIGMOD | 9.8638201e-05 |
| 4,746 | An Experimental Analysis of Iterated Spatial Joins in Main Memory | 2013 | VLDB | 5.9571146e-05 |
| 6,202 | A Benchmark for Evaluating Moving Object Indexes | 2008 | VLDB | 5.1593242e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,855 | A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory | 2023 | VLDB | 4.4348906e-05 |
| 8,601 | The Impact of Global Clustering on Spatial Database Systems | 1994 | VLDB | 4.4875358e-05 |
| 2,672 | Spatial Joins Using Seeded Trees | 1994 | SIGMOD | 8.3363695e-05 |
| 148 | Efficient Processing of Spatial Joins Using R-trees | 1993 | SIGMOD | 0.00041182766 |
| 2,094 | Scalable Sweeping-Based Spatial Join | 1998 | VLDB | 9.5547223e-05 |
| 1,309 | Query Processing in Main Memory Database Management Systems | 1986 | SIGMOD | 0.00012660929 |
| 540 | Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs | 2011 | SIGMOD | 0.0002063443 |
| 7,693 | Processing and Optimizing Main Memory Spatial-Keyword Queries | 2016 | VLDB | 4.6759281e-05 |
| 1,804 | An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory | 2016 | SIGMOD | 0.00010501185 |
| 4,746 | An Experimental Analysis of Iterated Spatial Joins in Main Memory | 2013 | VLDB | 5.9571146e-05 |