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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 611–620 of 919 papers

Title	Date	Tasks	Status	Hype
Ensemble Clustering for Graphs: Comparisons and Applications	Mar 19, 2019	Anomaly DetectionClustering	CodeCode Available	0
Universality of Computational Lower Bounds for Submatrix Detection	Feb 19, 2019	Community DetectionTwo-sample testing	—Unverified	0
Detecting Local Community Structures in Social Networks Using Concept Interestingness	Feb 5, 2019	Community Detection	—Unverified	0
Spectral Multi-scale Community Detection in Temporal Networks with an Application	Jan 29, 2019	Community Detection	—Unverified	0
Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs	Jan 25, 2019	ClusteringCommunity Detection	—Unverified	0
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	0
EXIT Analysis for Community Detection	Jan 8, 2019	Community Detection	—Unverified	0
Semi-supervised learning in unbalanced and heterogeneous networks	Jan 7, 2019	ClusteringCommunity Detection	—Unverified	0
Deep Network Embedding for Graph Representation Learning in Signed Networks	Jan 7, 2019	Community DetectionGraph Mining	CodeCode Available	0
The algorithm of the impulse noise filtration in images based on an algorithm of community detection in graphs	Dec 25, 2018	Community 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