A Model-based Approach to Attributed Graph Clustering

Summary: Model-based Bayesian framework for attributed graph clustering, unifying structure and attributes without ad hoc distance design. Efficient variational inference scales to large graphs and yields superior clustering, beating state-of-the-art distance-based methods on real networks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4549
Venue: SIGMOD
Year: 2012
Pagerank: 8.0905959e-05
Overall Rank: 2,807 | 80.48%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
999	Effective Community Search for Large Attributed Graphs	2016	VLDB	0.00014726563
4,394	When Engagement Meets Similarity: Efficient (k,r)-Core Computation on Social Networks	2017	VLDB	6.224902e-05
5,478	MEGA: Multi-View Semi-Supervised Clustering of Hypergraphs	2020	VLDB	5.4851612e-05
6,978	C-Explorer: Browsing Communities in Large Graphs	2017	VLDB	4.8752317e-05
7,290	Topic-based Community Search over Spatial-Social Networks	2020	VLDB	4.7742854e-05
7,850	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	4.6362484e-05
8,928	Tripartite Graph Clustering for Dynamic Sentiment Analysis on Social Media	2014	SIGMOD	4.427232e-05
11,211	Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation	2023	SIGMOD	4.1945683e-05
11,331	The Gibbs–Rand Model	2022	PODS	4.1945683e-05
11,820	From Community Detection to Community Profiling	2017	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
313	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00028097557

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,827	On Graph Representation for Attributed Hypergraph Clustering	2025	SIGMOD	5.3113542e-05
1,645	Attribute-Driven Community Search	2017	VLDB	0.00011037459
13,086	Effective Clustering for Large Multi-Relational Graphs	2026	SIGMOD	-
10,648	A Comprehensive Survey and Experimental Study of Learning-based Community Search	2025	VLDB	4.1945683e-05
3,484	Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes	2012	VLDB	7.0524417e-05
9,648	Inductive Attributed Community Search: to Learn Communities across Graphs	2024	VLDB	4.3109001e-05
7,850	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	4.6362484e-05
3,369	Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed	2022	VLDB	7.171452e-05
7,614	Mining Attribute-structure Correlated Patterns in Large Attributed Graphs	2012	VLDB	4.6947636e-05
313	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00028097557