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Topic-based Community Search over Spatial-Social Networks

Summary: Proposes TCS-SSN, topic-based CS over spatial-social networks, emphasizing social influence, travel time, and keyword coverage in the query. Introduces pruning and a social-spatial index with a traversal algorithm; validates on real/synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h42dc2c92ccedc8cf
Venue
VLDB
Year
2020
Pagerank
5.5797415e-05
Overall Rank
7,165 | 51.98%
DOI
10.14778/3407790.3407812
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{albaghdadi_vldb20,
        title = {{Topic-based Community Search over Spatial-Social Networks}},
        author = {Al-Baghdadi, Ahmed and Lian, Xiang},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {11},
        pages = {2104--2117},
        doi = {10.14778/3407790.3407812},
        url = {https://doi.org/10.14778/3407790.3407812},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
96 Truss Decomposition in Massive Networks 2012 VLDB 0.00034261728
217 Efficient IR-Style Keyword Search over Relational Databases 2003 VLDB 0.00024417824
274 Online Search of Overlapping Communities 2013 SIGMOD 0.00022499515
276 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022377798
294 Bidirectional Expansion For Keyword Search on Graph Databases 2005 VLDB 0.00021884041
373 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00019709993
696 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014671367
970 Influential Community Search in Large Networks 2015 VLDB 0.00012749284
1,045 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012318828
1,118 Approximate Closest Community Search in Networks 2016 VLDB 0.0001192817
1,234 Attribute-Driven Community Search 2017 VLDB 0.0001138939
1,405 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010745719
1,590 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010110798
1,867 Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects 2009 VLDB 9.4581343e-05
1,914 EASE: An Effective 3-in-1 Keyword Search Method for Unstructured, Semi-structured and Structured Data 2008 SIGMOD 9.3684002e-05
2,110 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.0222862e-05
2,300 Online Topic-Aware Influence Maximization 2015 VLDB 8.6638338e-05
2,690 A Model-based Approach to Attributed Graph Clustering 2012 SIGMOD 8.1126575e-05
4,272 Retrieving Top-k Prestige-Based Relevant Spatial Web Objects 2010 VLDB 6.6759362e-05
4,840 Efficient Location-Aware Influence Maximization 2014 SIGMOD 6.3750344e-05
4,861 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 6.3646812e-05
5,358 A General Framework for Geo-Social Query Processing 2013 VLDB 6.1502311e-05
5,796 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 5.9752115e-05
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