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QTCS: Efficient Query-Centered Temporal Community Search

Summary: Introduces query-centered temporal community search using Time-Constrained Personalized PageRank and a beta-temporal proximity core to fuse temporal proximity to the query with structural cohesiveness, preventing query-drift. Presents an exact near-linear greedy-removal algorithm and an approximate two-stage local search with bound-based pruning; proves drift-avoidance and reports strong empirical gains over nine competitors on eight datasets. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13367
Venue
VLDB
Year
2024
Pagerank
4.7232788e-05
Overall Rank
7,446 | 48.26%
DOI
10.14778/3648160.3648163

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Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
284 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029014359
354 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00026253833
370 Online Search of Overlapping Communities 2013 SIGMOD 0.00025391823
1,000 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014714977
1,014 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.00014631717
1,021 Path Problems in Temporal Graphs 2014 VLDB 0.00014608331
1,548 Approximate Closest Community Search in Networks 2016 VLDB 0.0001141271
1,641 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00011044805
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011027616
1,848 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010331574
2,291 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.0894835e-05
2,522 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.6029608e-05
2,726 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.2266116e-05
3,369 Online Density Bursting Subgraph Detection from Temporal Graphs 2019 VLDB 7.1656755e-05
3,608 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9241653e-05
4,133 On Querying Historical K-Cores 2021 VLDB 6.4185206e-05
4,209 Mining Bursting Core in Large Temporal Graphs 2022 VLDB 6.3511029e-05
4,688 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 5.9900111e-05
5,713 Efficient Estimation of Heat Kernel PageRank for Local Clustering 2019 SIGMOD 5.3595796e-05
7,081 Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach 2022 SIGMOD 4.833459e-05
7,156 The Minimum Wiener Connector Problem 2015 SIGMOD 4.8098527e-05
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