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Partition Based Spatial-Merge Join

Summary: PBSM: partition-based spatial-merge join for cases with no input index, using chunked partitions and a plane-sweep. Paradise study compares PBSM with indexed-nested-loops and index-based spatial joins on GIS data, noting clustering and parallelism. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2889
Venue
SIGMOD
Year
1996
Pagerank
0.00015264328
Overall Rank
925 | 93.57%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
80 Weaving Relations for Cache Performance 2001 VLDB 0.00055721729
240 Holistic Twig Joins: Optimal XML Pattern Matching 2002 SIGMOD 0.00031603463
871 Building a Scalable Geo-Spatial DBMS: Technology, Implementation, and Evaluation 1997 SIGMOD 0.00015767786
1,048 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00014457009
1,165 SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases 2004 SIGMOD 0.00013557822
1,174 Spatial Hash-Joins 1996 SIGMOD 0.00013486418
1,562 Evaluation of Main Memory Join Algorithms for Joins with Subset Join Predicates 1997 VLDB 0.00011356744
2,094 Scalable Sweeping-Based Spatial Join 1998 VLDB 9.5547223e-05
2,281 Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data 2001 SIGMOD 9.1077704e-05
2,703 A Raster Approximation for the Processing of Spatial Joins 1998 VLDB 8.2722965e-05
2,738 Indexing Large Trajectory Data Sets With SETI* 2003 CIDR 8.2005452e-05
2,900 Spatial Joins Using R-trees: Breadth-First Traversal with Global Optimizations 1997 VLDB 7.9405413e-05
3,457 Size Separation Spatial Join 1997 SIGMOD 7.0755358e-05
4,407 Filtering with Approximate Predicates 1998 VLDB 6.2133426e-05
4,529 Integration of Spatial Join Algorithms for Processing Multiple Inputs 1999 SIGMOD 6.1078661e-05
4,569 User-Defined Table Operators: Enhancing Extensibility for ORDBMS 1999 VLDB 6.0782978e-05
4,737 Joining Interval Data in Relational Databases 2004 SIGMOD 5.9604127e-05
4,746 An Experimental Analysis of Iterated Spatial Joins in Main Memory 2013 VLDB 5.9571146e-05
4,780 TOUCH: In-Memory Spatial Join by Hierarchical Data-Oriented Partitioning 2013 SIGMOD 5.9263494e-05
5,511 On Producing Join Results Early 2003 PODS 5.4699346e-05
5,514 GPU Rasterization for Real-Time Spatial Aggregation over Arbitrary Polygons 2018 VLDB 5.4638186e-05
5,553 On the Complexity of Join Predicates 2001 PODS 5.439162e-05
5,636 GORDER: An Efficient Method for KNN Join Processing 2004 VLDB 5.3981191e-05
5,979 External Memory Algorithms 1998 PODS 5.2450009e-05
5,980 The Era of Big Spatial Data 2017 VLDB 5.2449608e-05
6,161 Spatial Join Selectivity Using Power Laws 2000 SIGMOD 5.1753664e-05
6,500 Adaptive Multi-Stage Distance Join Processing 2000 SIGMOD 5.0381573e-05
6,507 Similarity Join over Array Data 2016 SIGMOD 5.0337166e-05
7,133 Parallel Algorithms for High-dimensional Proximity Joins 1997 VLDB 4.8226285e-05
7,332 The Complexity of Boolean Conjunctive Queries with Intersection Joins 2022 PODS 4.7606012e-05
8,263 Raster Intervals: An Approximation Technique for Polygon Intersection Joins 2023 SIGMOD 4.5464722e-05
8,575 THERMAL-JOIN: A Scalable Spatial Join for Dynamic Workloads 2015 SIGMOD 4.4928872e-05
9,083 AT-GIS: Highly Parallel Spatial Query Processing with Associative Transducers 2016 SIGMOD 4.399861e-05
10,507 SwiftSpatial: Spatial Joins on Modern Hardware 2025 SIGMOD 4.1945683e-05
10,921 Optimal (Multiway) Spatial Joins 2024 PODS 4.1945683e-05
11,128 LARGE: A Length-Aggregation-based Grid Structure for Line Density Visualization 2024 VLDB 4.1945683e-05
12,287 LifeRaft: Data-Driven, Batch Processing for the Exploration of Scientific Databases 2009 CIDR 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 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
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
76 Spatial Query Processing in an Object-Oriented Database System 1986 SIGMOD 0.00057303551
148 Efficient Processing of Spatial Joins Using R-trees 1993 SIGMOD 0.00041182766
216 A Class of Data Structures for Associative Searching 1984 PODS 0.00033542705
292 Shoring Up Persistent Applications 1994 SIGMOD 0.00028741386
478 Multi-Step Processing of Spatial Joins 1994 SIGMOD 0.0002222104
588 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00019604754
668 The Sequoia 2000 Storage Benchmark 1993 SIGMOD 0.00018430721
769 Client-Server Paradise 1994 VLDB 0.00016918508
1,034 Redundancy in Spatial Databases 1989 SIGMOD 0.00014534274
1,174 Spatial Hash-Joins 1996 SIGMOD 0.00013486418
1,856 An Adaptive Hash Join Algorithm for Multiuser Environments 1990 VLDB 0.00010304993
2,030 Analysis Of Object Oriented Spatial Access Methods 1987 SIGMOD 9.7378136e-05
2,472 A Comparison of Spatial Query Processing Techniques for Native and Parameter Spaces 1990 SIGMOD 8.7237893e-05
2,672 Spatial Joins Using Seeded Trees 1994 SIGMOD 8.3363695e-05
3,064 Query Processing Method for Multi-Attribute Clustered Relations 1990 VLDB 7.6279403e-05
3,083 The Montage Extensible DataBlade Architecture 1994 SIGMOD 7.6013368e-05
5,860 Benchmarking Spatial Join Operations with Spatial Output 1995 VLDB 5.2990241e-05
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871 Building a Scalable Geo-Spatial DBMS: Technology, Implementation, and Evaluation 1997 SIGMOD 0.00015767786
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