From Community Detection to Community Profiling
Summary: Formalizes community profiling, describing internal content profiles and external diffusion profiles to characterize communities beyond membership. Proposes the CPD model and a linear-time, parallelizable inference algorithm, achieving scalable, joint detection and profiling and outperforming baselines on large real-world data. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Hongyun Cai (Advanced Digital Sciences Center; University of Queensland)
- 2. Vincent W. Zheng (Advanced Digital Sciences Center; University of Queensland)
- 3. Fanwei Zhu (Zhejiang University)
- 4. Kevin Chen-Chuan Chang (University of Illinois Urbana-Champaign)
- 5. Zi Huang (University of Queensland)
BibTeX Citation
@article{cai_vldb17,
title = {{From Community Detection to Community Profiling}},
author = {Cai, Hongyun and Zheng, Vincent W. and Zhu, Fanwei and Chang, Kevin Chen-Chuan and Huang, Zi},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {7},
pages = {817--828},
doi = {10.14778/3067421.3067430},
url = {https://doi.org/10.14778/3067421.3067430},
year = {2017}
}
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 364 | Graph Clustering Based on Structural/Attribute Similarities | 2009 | VLDB | 0.00020054172 |
| 2,580 | Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework | 2015 | VLDB | 8.3887788e-05 |
| 2,644 | A Model-based Approach to Attributed Graph Clustering | 2012 | SIGMOD | 8.3043854e-05 |
| 3,151 | Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes | 2012 | VLDB | 7.7036411e-05 |
| 6,582 | From Group Recommendations to Group Formation | 2015 | SIGMOD | 5.8364579e-05 |
| 8,533 | Community Level Diffusion Extraction | 2015 | SIGMOD | 5.4119882e-05 |
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