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 (Tsinghua University)
- 2. Chaokun Wang (Tsinghua University)
- 3. Jeffrey Xu Yu (Chinese University of Hong Kong)
- 4. Jun Zhang (Tsinghua University)
BibTeX Citation
@article{wang_vldb15,
title = {{Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework}},
author = {Wang, Meng and Wang, Chaokun and Yu, Jeffrey Xu and Zhang, Jun},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {10},
pages = {998--1009},
doi = {10.14778/2794367.2794370},
url = {https://doi.org/10.14778/2794367.2794370},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,913 | Efficient Estimation of Heat Kernel PageRank for Local Clustering | 2019 | SIGMOD | 6.0439971e-05 |
| 7,011 | GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection | 2021 | SIGMOD | 5.7263348e-05 |
| 8,390 | Spade: A Real-Time Fraud Detection Framework on Evolving Graphs | 2023 | VLDB | 5.4360143e-05 |
| 9,072 | Time-Topology Analysis | 2021 | VLDB | 5.3251649e-05 |
| 9,189 | RUSH: Real-time Burst Subgraph Detection in Dynamic Graphs | 2024 | VLDB | 5.3058708e-05 |
| 10,207 | Bw-Graph: An Efficient Graph Storage System Harmonizing Topology-Aware Tree with Paged CSR | 2026 | SIGMOD | 5.093636e-05 |
| 10,497 | Scalable Clustering Over High Dimensional Vector Streams | 2026 | SIGMOD | 5.093636e-05 |
| 12,023 | From Community Detection to Community Profiling | 2017 | VLDB | 5.093636e-05 |
| 13,542 | 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 |
|---|---|---|---|---|
| 138 | Discovering Large Dense Subgraphs in Massive Graphs | 2005 | VLDB | 0.00029823423 |
| 590 | Large Scale Cohesive Subgraphs Discovery for Social Network Visual Analysis | 2013 | VLDB | 0.0001605572 |
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