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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 201–210 of 919 papers

Title	Date	Tasks	Status	Hype
Community detection in networks using graph embeddings	Sep 11, 2020	ClusteringCommunity Detection	—Unverified	0
Community detection in networks via nonlinear modularity eigenvectors	Aug 18, 2017	Community Detection	—Unverified	0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning	Jan 3, 2021	Community Detection	—Unverified	0
Community Detection in Networks with Node Features	Sep 3, 2015	Community Detection	—Unverified	0
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified	0
Community Detection in Partially Observable Social Networks	Dec 30, 2017	Community Detection	—Unverified	0
A new method for quantifying network cyclic structure to improve community detection	Oct 2, 2019	Community Detection	—Unverified	0
Community detection in sparse latent space models	Aug 4, 2020	ClusteringCommunity Detection	—Unverified	0
Community Detection in Sparse Random Networks	Aug 13, 2013	Community Detection	—Unverified	0
Achieving the KS threshold in the general stochastic block model with linearized acyclic belief propagation	Dec 1, 2016	ClusteringCommunity Detection	—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