Spatial Queries with Two kNN Predicates
Summary: Extends spatial query processing to two kNN predicates (two kNN-selects, two kNN-joins, or a join+select), introducing conceptually correct QEPs and novel optimization algorithms. Experiments show orders-of-magnitude speedups over naive plans, demonstrating practical efficiency for complex location-based queries. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ahmed M. Aly
- 2. Walid G. Aref
- 3. Mourad Ouzzani
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,928 | Processing Moving kNN Queries Using Influential Neighbor Sets | 2015 | VLDB | 4.4229886e-05 |
| 11,660 | Top-k Queries over Digital Traces | 2019 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 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 | 0.0032118946 |
| 6 | The R*-tree: An Efficient and Robust Access Method for Points and Rectangles | 1990 | SIGMOD | 0.0016113151 |
| 48 | Nearest Neighbor Queries | 1995 | SIGMOD | 0.0006954126 |
| 1,156 | SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases | 2004 | SIGMOD | 0.00013606064 |
| 1,580 | Continuous Nearest Neighbor Monitoring in Road Networks | 2006 | VLDB | 0.00011272266 |
| 5,646 | GORDER: An Efficient Method for KNN Join Processing | 2004 | VLDB | 5.3924438e-05 |
| 12,255 | SimDB: A Similarity-aware Database System | 2010 | SIGMOD | 4.1905499e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,693 | Processing and Optimizing Main Memory Spatial-Keyword Queries | 2016 | VLDB | 4.6714423e-05 |
| 9,309 | Reverse k Nearest Neighbors Query Processing: Experiments and Analysis | 2015 | VLDB | 4.3544778e-05 |
| 3,415 | Continuous K-Nearest Neighbor Queries for Continuously Moving Points with Updates | 2003 | VLDB | 7.1162894e-05 |
| 1,535 | Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases | 2008 | VLDB | 0.00011461371 |
| 2,342 | Conceptual Partitioning: An Efficient Method for Continuous Nearest Neighbor Monitoring | 2005 | SIGMOD | 9.0005088e-05 |
| 3,802 | Time-Parameterized Queries in Spatio-Temporal Databases | 2002 | SIGMOD | 6.7524078e-05 |
| 597 | Voronoi-Based K Nearest Neighbor Search for Spatial Network Databases | 2004 | VLDB | 0.00019450818 |
| 391 | Query Processing in Spatial Network Databases | 2003 | VLDB | 0.00024560891 |
| 3,815 | Location-based Spatial Queries | 2003 | SIGMOD | 6.7314038e-05 |
| 1,317 | Efficient Processing of Top-k Spatial Preference Queries | 2011 | VLDB | 0.00012615781 |