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Query Processing Techniques for Big Spatial-Keyword Data

Summary: Big spatial-keyword data from GPS-enabled apps requires distributed big-data processing beyond centralized systems. Survey of big spatial-keyword processing: indexing, partitioning, models, common queries, and open research directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6e8e549be46d3420
Venue
SIGMOD
Year
2017
Pagerank
4.9605343e-05
Overall Rank
12,326 | 17.38%
DOI
10.1145/3035918.3054773

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Authors

BibTeX Citation

@inproceedings{mahmood_sigmod17,
        title = {{Query Processing Techniques for Big Spatial-Keyword Data}},
        author = {Mahmood, Ahmed and Aref, Walid G.},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3054773},
        url = {https://dl.acm.org/doi/10.1145/3035918.3054773},
        year = {2017}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 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 0.0019892478
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
233 Storm @Twitter 2014 SIGMOD 0.00023754096
607 Twitter Heron: Stream Processing at Scale 2015 SIGMOD 0.00015577054
1,480 Efficient Processing of Top-k Spatial Preference Queries 2011 VLDB 0.00010511472
1,867 Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects 2009 VLDB 9.4581343e-05
2,957 Spatio-Textual Similarity Joins 2013 VLDB 7.799694e-05
3,054 Spatial Keyword Query Processing: An Experimental Evaluation 2013 VLDB 7.6909799e-05
4,592 Collective Spatial Keyword Querying 2011 SIGMOD 6.5016975e-05
4,767 SKYPE: Top-k Spatial-keyword Publish/Subscribe Over Sliding Window 2016 VLDB 6.4142464e-05
4,821 Reverse Spatial and Textual k Nearest Neighbor Search 2011 SIGMOD 6.3876508e-05
4,825 Efficient Algorithms for Answering the m-Closest Keywords Query 2015 SIGMOD 6.3855199e-05
5,135 SEAL: Spatio-Textual Similarity Search 2012 VLDB 6.245475e-05
5,554 AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data 2015 VLDB 6.0707181e-05
6,927 DISKs: A System for Distributed Spatial Group Keyword Search on Road Networks 2012 VLDB 5.6280958e-05
7,031 Exact Top-k Nearest Keyword Search in Large Networks 2015 SIGMOD 5.6000241e-05
7,789 TAREEG: A MapReduce-Based Web Service for Extracting Spatial Data from OpenStreetMap 2014 SIGMOD 5.4354821e-05
7,951 Tornado: A Distributed Spatio-Textual Stream Processing System 2015 VLDB 5.4028095e-05
9,018 Querying Geo-Textual Data: Spatial Keyword Queries and Beyond 2016 SIGMOD 5.2223402e-05
10,008 MoDisSENSE: A Distributed Spatio-Temporal and Textual Processing Platform for Social Networking Services 2015 SIGMOD 5.0845476e-05
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