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Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 881–890 of 919 papers

Title	Date	Tasks	Status	Hype
High Quality, Scalable and Parallel Community Detectionfor Large Real Graphs	Mar 19, 2014	ClusteringCommunity Detection	—Unverified	0
Efficiently inferring community structure in bipartite networks	Mar 12, 2014	Community DetectionStochastic Block Model	CodeCode Available	0
Predictive Overlapping Co-Clustering	Mar 8, 2014	ClusteringCommunity Detection	—Unverified	0
Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices	Feb 6, 2014	ClusteringCommunity Detection	—Unverified	0
Generating Extractive Summaries of Scientific Paradigms	Feb 4, 2014	ArticlesCommunity Detection	—Unverified	0
A high-reproducibility and high-accuracy method for automated topic classification	Feb 3, 2014	Community DetectionComputational Efficiency	—Unverified	0
A Spectral Framework for Anomalous Subgraph Detection	Jan 29, 2014	Community Detection	—Unverified	0
Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning	Jan 23, 2014	ClusteringCommunity Detection	—Unverified	0
Community Detection in Networks using Graph Distance	Jan 16, 2014	Community Detection	—Unverified	0
A Boosting Approach to Learning Graph Representations	Jan 14, 2014	Community DetectionRelational Reasoning	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GNN	Accuracy-NE	2	—	Unverified
2	CommunityGAN	F1-score	0.09	—	Unverified
3	Ego-Splitting	F1-score	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdMot	NMI	0.42	—	Unverified
2	CDNMF	NMI	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CommunityGAN	F1-Score	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.67	—	Unverified