Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework
Summary: Community detection benchmarking in social networks using a generalized procedure-oriented framework. Re-implements ten state-of-the-art algorithms under identical conditions, enabling thorough, fair comparisons and systematic diagnosis of weaknesses and improvements. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Meng Wang
- 2. Chaokun Wang
- 3. Jeffrey Xu Yu
- 4. Jun Zhang
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,713 | Efficient Estimation of Heat Kernel PageRank for Local Clustering | 2019 | SIGMOD | 5.3595796e-05 |
| 7,157 | GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection | 2021 | SIGMOD | 4.8097601e-05 |
| 8,425 | Spade: A Real-Time Fraud Detection Framework on Evolving Graphs | 2023 | VLDB | 4.5111051e-05 |
| 8,920 | Time-Topology Analysis | 2021 | VLDB | 4.4229886e-05 |
| 9,040 | RUSH: Real-time Burst Subgraph Detection in Dynamic Graphs | 2024 | VLDB | 4.3997447e-05 |
| 10,208 | Scalable Clustering Over High Dimensional Vector Streams | 2026 | SIGMOD | 4.1905499e-05 |
| 11,828 | From Community Detection to Community Profiling | 2017 | VLDB | 4.1905499e-05 |
| 13,354 | CoDAR: Revealing the Generalized Procedure & Recommending Algorithms of Community Detection | 2016 | SIGMOD | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 57 | Discovering Large Dense Subgraphs in Massive Graphs | 2005 | VLDB | 0.00065421423 |
| 734 | Large Scale Cohesive Subgraphs Discovery for Social Network Visual Analysis | 2013 | VLDB | 0.00017419528 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,562 | Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks | 2025 | VLDB | 4.1905499e-05 |
| 370 | Online Search of Overlapping Communities | 2013 | SIGMOD | 0.00025391823 |
| 1,256 | Influential Community Search in Large Networks | 2015 | VLDB | 0.00013009097 |
| 10,702 | Effective and Efficient Community Search for Complex Network Semantics Capture: From Coarse-Grain to Fine-Grain | 2025 | VLDB | 4.1905499e-05 |
| 13,264 | Scalable Community Detection via Parallel Correlation Clustering | 2021 | VLDB | - |
| 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 |
| 13,420 | Privacy Preserving Social Graphs for High Precision Community Detection | 2014 | SIGMOD | - |
| 13,418 | A User Interaction Based Community Detection Algorithm for Online Social Networks | 2014 | SIGMOD | - |
| 11,828 | From Community Detection to Community Profiling | 2017 | VLDB | 4.1905499e-05 |