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A Demonstration of SpatialHadoop: An Efficient MapReduce Framework for Spatial Data
Summary: SpatialHadoop adds native spatial data support, turning MapReduce into a spatial analytics platform. Shows order-of-magnitude speedups, a two-level spatial index, a compact spatial language, and core ops (range, kNN, join) on 60–300 GB data.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 10581
- Venue
- VLDB
- Year
- 2013
- Pagerank
- 9.0659453e-05
- Overall Rank
- 2,304 | 83.99%
- DOI
-
-
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 4,173 |
Spatial Partitioning Techniques in SpatialHadoop |
2015 |
VLDB |
6.3776318e-05 |
| 5,800 |
AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data |
2015 |
VLDB |
5.3218628e-05 |
| 5,985 |
The Era of Big Spatial Data |
2017 |
VLDB |
5.2399365e-05 |
| 7,536 |
TAREEG: A MapReduce-Based Web Service for Extracting Spatial Data from OpenStreetMap |
2014 |
SIGMOD |
4.7130979e-05 |
| 8,018 |
Tornado: A Distributed Spatio-Textual Stream Processing System |
2015 |
VLDB |
4.6014254e-05 |
| 8,086 |
ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper] |
2014 |
VLDB |
4.5858883e-05 |
| 10,629 |
BLAEQ: A Multigrid Index for Spatial Query on Geometry Data |
2025 |
VLDB |
4.1905499e-05 |
| 11,921 |
STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data |
2015 |
SIGMOD |
4.1905499e-05 |
| 11,951 |
A Demonstration of AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data |
2015 |
VLDB |
4.1905499e-05 |
| 11,995 |
DGFIndex for Smart Grid: Enhancing Hive with a Cost-Effective Multidimensional Range Index |
2014 |
VLDB |
4.1905499e-05 |
| 11,997 |
OceanST: A Distributed Analytic System for Large-Scale Spatiotemporal Mobile Broadband Data |
2014 |
VLDB |
4.1905499e-05 |
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.
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LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data |
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A Demonstration of AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data |
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High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now |
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A Demonstration of HadoopViz: An Extensible MapReduce System for Visualizing Big Spatial Data |
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4.1905499e-05 |
| 4,173 |
Spatial Partitioning Techniques in SpatialHadoop |
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VLDB |
6.3776318e-05 |
| 1,199 |
Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce |
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| 5,106 |
A Demonstration of ST-Hadoop: A MapReduce Framework for Big Spatio-temporal Data |
2017 |
VLDB |
5.688703e-05 |