A Demonstration of AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data
Summary: Adaptive, workload-aware partitioning for big spatial data (AQWA). Incrementally re-partitions in response to data and query-workload shifts without prior workload knowledge; demonstrated with two prototypes on Hadoop and Spark supporting range and kNN queries. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Ahmed M. Aly
- 2. Ahmed S. Abdelhamid
- 3. Ahmed R. Mahmood
- 4. Walid G. Aref
- 5. Mohamed S. Hassan
- 6. Hazem Elmeleegy
- 7. Mourad Ouzzani
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,594 | Prompt: Dynamic Data-Partitioning for Distributed Micro-batch Stream Processing Systems | 2020 | SIGMOD | 4.4844961e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 48 | Nearest Neighbor Queries | 1995 | SIGMOD | 0.0006954126 |
| 208 | Schism: a Workload-Driven Approach to Database Replication and Partitioning | 2010 | VLDB | 0.00034478612 |
| 679 | Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems | 2012 | SIGMOD | 0.00018211621 |
| 1,199 | Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce | 2013 | VLDB | 0.00013358019 |
| 2,304 | A Demonstration of SpatialHadoop: An Efficient MapReduce Framework for Spatial Data | 2013 | VLDB | 9.0659453e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,022 | STAR: A Distributed Stream Warehouse System for Spatial Data | 2020 | SIGMOD | 4.4040354e-05 |
| 9,804 | Amoeba: A Shape changing Storage System for Big Data | 2016 | VLDB | 4.2774538e-05 |
| 8,629 | Spatial Queries with Two kNN Predicates | 2012 | VLDB | 4.4766922e-05 |
| 11,782 | Query Processing Techniques for Big Spatial-Keyword Data | 2017 | SIGMOD | 4.1905499e-05 |
| 4,173 | Spatial Partitioning Techniques in SpatialHadoop | 2015 | VLDB | 6.3776318e-05 |
| 8,704 | Incremental Partitioning for Efficient Spatial Data Analytics | 2022 | VLDB | 4.4596039e-05 |
| 1,199 | Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce | 2013 | VLDB | 0.00013358019 |
| 2,304 | A Demonstration of SpatialHadoop: An Efficient MapReduce Framework for Spatial Data | 2013 | VLDB | 9.0659453e-05 |
| 4,646 | LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data | 2016 | VLDB | 6.0176549e-05 |
| 5,800 | AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data | 2015 | VLDB | 5.3218628e-05 |