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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 91–100 of 919 papers

Title	Date	Tasks	Status	Hype
Graph Vertex Embeddings: Distance, Regularization and Community Detection	Apr 9, 2024	Community Detection	—Unverified	0
Estimating mixed memberships in multi-layer networks	Apr 5, 2024	Community DetectionStochastic Block Model	—Unverified	0
Bioregionalization analyses with the bioregion R-package	Mar 28, 2024	ClusteringCommunity Detection	—Unverified	0
Graph-Based Optimisation of Network Expansion in a Dockless Bike Sharing System	Mar 28, 2024	Community Detection	—Unverified	0
Community detection by spectral methods in multi-layer networks	Mar 19, 2024	ClusteringCommunity Detection	—Unverified	0
Node Centrality Approximation For Large Networks Based On Inductive Graph Neural Networks	Mar 8, 2024	Community DetectionDecoder	—Unverified	0
VEC-SBM: Optimal Community Detection with Vectorial Edges Covariates	Feb 29, 2024	Community DetectionStochastic Block Model	CodeCode Available	0
Learning dynamic representations of the functional connectome in neurobiological networks	Feb 21, 2024	Community Detection	CodeCode Available	0
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach	Feb 19, 2024	Community DetectionData Summarization	—Unverified	0
Explainable Global Wildfire Prediction Models using Graph Neural Networks	Feb 11, 2024	BenchmarkingCommunity Detection	CodeCode Available	1

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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