Performance of Data-Parallel Spatial Operations

Summary: Data-parallel spatial ops (build, polygonization, spatial join) for planar line segments compare bucket PMR quadtree, R-tree, and R+-tree on the Connection Machine. Bucket PMR quadtree outperforms the others due to a regular disjoint space decomposition that boosts parallelism and reduces interprocessor communication. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 8380
Venue: VLDB
Year: 1994
Pagerank: 5.9227722e-05
Overall Rank: 6,298 | 56.80%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Erik G. Hoelt (United States Census Bureau)
2. Hanan Samet (University of Maryland)

BibTeX Citation

@article{hoelt_vldb94,
        title = {{Performance of Data-Parallel Spatial Operations}},
        author = {Hoelt, Erik G. and Samet, Hanan},
        journal = {PVLDB},
        series = {{VLDB} '94},
        pages = {156},
        year = {1994}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,148	Spatial Partitioning Techniques in SpatialHadoop	2015	VLDB	6.872045e-05
5,795	Benchmarking Spatial Join Operations with Spatial Output	1995	VLDB	6.0859946e-05
8,644	Incremental Partitioning for Efficient Spatial Data Analytics	2022	VLDB	5.3934068e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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	0.0020210012
4	The R*-tree: An Efficient and Robust Access Method for Points and Rectangles	1990	SIGMOD	0.001157935
52	GAMMA - A High Performance Dataflow Database Machine	1986	VLDB	0.00041107291
145	Efficient Processing of Spatial Joins Using R-trees	1993	SIGMOD	0.00029548428
188	Data Placement In Bubba	1988	SIGMOD	0.00026126036
1,814	Analysis Of Object Oriented Spatial Access Methods	1987	SIGMOD	9.6928497e-05
2,168	A Qualitative Comparison Study of Data Structures for Large Line Segment Databases	1992	SIGMOD	9.0469646e-05
2,341	Parallel R-trees	1992	SIGMOD	8.7233426e-05
2,613	A Performance Analysis of Alternative Multi-Attribute Declustering Strategies	1992	SIGMOD	8.3460281e-05
6,464	Research Directions in Object-Oriented Database Systems	1990	PODS	5.8714103e-05

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