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 911–919 of 919 papers

Title	Date	Tasks	Status
Overlapping Community Detection at Scale: A Nonnegative Matrix Factorization Approach	Feb 4, 2013	Community Detection	CodeCode Available
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks	Dec 1, 2012	Community Detection	—Unverified
Scalable Spectral Algorithms for Community Detection in Directed Networks	Nov 29, 2012	Community Detection	—Unverified
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection	Aug 23, 2012	ClusteringCommunity Detection	—Unverified
Qualitative Comparison of Community Detection Algorithms	Jul 16, 2012	Community Detection	CodeCode Available
Pseudo-likelihood methods for community detection in large sparse networks	Jul 10, 2012	ClusteringCommunity Detection	—Unverified
Using the Omega Index for Evaluating Abstractive Community Detection	Jun 1, 2012	Abstractive Text SummarizationCommunity Detection	—Unverified
Leaders, Followers, and Community Detection	Nov 2, 2010	Community Detection	—Unverified
Community detection in graphs	Jun 3, 2009	ClusteringCommunity Detection	CodeCode Available

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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