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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 541–550 of 919 papers

Title	Date	Tasks	Status	Hype
Optimal Laplacian regularization for sparse spectral community detection	Dec 3, 2019	ClusteringCommunity Detection	—Unverified	0
Unsupervised Co-Learning on G-Manifolds Across Irreducible Representations	Dec 1, 2019	ClusteringCommunity Detection	CodeCode Available	0
REM: From Structural Entropy to Community Structure Deception	Dec 1, 2019	Community Detection	CodeCode Available	0
ComHapDet: A Spatial Community Detection Algorithm for Haplotype Assembly	Nov 27, 2019	Community Detection	—Unverified	0
Hyperbolic Multiplex Network Embedding with Maps of Random Walk	Nov 23, 2019	Community DetectionNetwork Embedding	—Unverified	0
Early Detection of Research Trends	Nov 20, 2019	Community Detection	—Unverified	0
Active learning in the geometric block model	Nov 15, 2019	Active LearningCommunity Detection	—Unverified	0
Single Image Reflection Removal through Cascaded Refinement	Nov 15, 2019	Community DetectionReflection Removal	CodeCode Available	0
Equipping SBMs with RBMs: An Explainable Approach for Analysis of Networks with Covariates	Nov 11, 2019	Community DetectionLink Prediction	—Unverified	0
Community Detection for Power Systems Network Aggregation Considering Renewable Variability	Nov 8, 2019	Community DetectionStochastic Optimization	—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