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Spatial Hash-Joins

Summary: Defines a spatial hash-join framework with a two-component partition: bucket extents plus an assignment function; inner partitions adapt while outer partitions are immutable and may replicate items into multiple buckets. No precomputed indices required; it outperforms tree-based spatial joins (even with indices) and offers predictable costs and easy integration with existing hash-join engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2889
Venue
SIGMOD
Year
1996
Pagerank
0.00013490827
Overall Rank
1,174 | 91.85%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
239 Holistic Twig Joins: Optimal XML Pattern Matching 2002 SIGMOD 0.00031581944
923 Partition Based Spatial-Merge Join 1996 SIGMOD 0.00015254021
1,043 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00014468616
1,199 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00013358019
1,559 Evaluation of Main Memory Join Algorithms for Joins with Subset Join Predicates 1997 VLDB 0.00011368746
2,119 Scalable Sweeping-Based Spatial Join 1998 VLDB 9.5036401e-05
2,285 Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data 2001 SIGMOD 9.1097273e-05
2,708 A Raster Approximation for the Processing of Spatial Joins 1998 VLDB 8.2643522e-05
2,905 Spatial Joins Using R-trees: Breadth-First Traversal with Global Optimizations 1997 VLDB 7.9364369e-05
3,462 Size Separation Spatial Join 1997 SIGMOD 7.0683581e-05
4,539 Integration of Spatial Join Algorithms for Processing Multiple Inputs 1999 SIGMOD 6.0982886e-05
4,738 Joining Interval Data in Relational Databases 2004 SIGMOD 5.9526916e-05
4,778 TOUCH: In-Memory Spatial Join by Hierarchical Data-Oriented Partitioning 2013 SIGMOD 5.9259497e-05
5,197 Overlap Interval Partition Join 2014 SIGMOD 5.6308314e-05
5,646 GORDER: An Efficient Method for KNN Join Processing 2004 VLDB 5.3924438e-05
6,496 Adaptive Multi-Stage Distance Join Processing 2000 SIGMOD 5.0327729e-05
7,113 Parallel Algorithms for High-dimensional Proximity Joins 1997 VLDB 4.8226178e-05
7,328 The Complexity of Boolean Conjunctive Queries with Intersection Joins 2022 PODS 4.7560344e-05
8,868 A Bayesian Method for Guessing the Extreme Values in a Data Set 2007 VLDB 4.4278388e-05
10,925 Optimal (Multiway) Spatial Joins 2024 PODS 4.1905499e-05
11,992 An Effective Encoding Scheme for Spatial RDF Data 2014 VLDB 4.1905499e-05
12,295 LifeRaft: Data-Driven, Batch Processing for the Exploration of Scientific Databases 2009 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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
9 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.001426258
24 The R+-Tree: A Dynamic Index For Multi-Dimensional Objects 1987 VLDB 0.00083300888
77 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00056488357
147 Efficient Processing of Spatial Joins Using R-trees 1993 SIGMOD 0.00041201518
549 Hash-Partitioned Join Method Using Dynamic Destaging Strategy 1988 VLDB 0.00020348047
766 Client-Server Paradise 1994 VLDB 0.0001690298
923 Partition Based Spatial-Merge Join 1996 SIGMOD 0.00015254021
1,035 Redundancy in Spatial Databases 1989 SIGMOD 0.00014524981
2,033 Analysis Of Object Oriented Spatial Access Methods 1987 SIGMOD 9.7315522e-05
2,328 The Effect of Bucket Size Tuning in the Dynamic Hybrid GRACE Hash Join Method 1989 VLDB 9.024235e-05
2,471 A Comparison of Spatial Query Processing Techniques for Native and Parameter Spaces 1990 SIGMOD 8.7158825e-05
2,673 Spatial Joins Using Seeded Trees 1994 SIGMOD 8.3323551e-05
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5,329 Generalized Hash Teams for Join and Group-by 1999 VLDB 5.5652298e-05
2,673 Spatial Joins Using Seeded Trees 1994 SIGMOD 8.3323551e-05
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10,925 Optimal (Multiway) Spatial Joins 2024 PODS 4.1905499e-05
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