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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 371–380 of 919 papers

Title	Date	Tasks	Status	Hype
Mining Trends of COVID-19 Vaccine Beliefs on Twitter with Lexical Embeddings	Apr 2, 2021	Community DetectionMisinformation	—Unverified	0
Community Detection in General Hypergraph via Graph Embedding	Mar 28, 2021	Community DetectionGraph Embedding	—Unverified	0
Term-community-based topic detection with variable resolution	Mar 25, 2021	ArticlesCommunity Detection	—Unverified	0
TeCoMiner: Topic Discovery Through Term Community Detection	Mar 23, 2021	Community Detection	—Unverified	0
The Automatic Quasi-clique Merger algorithm (AQCM)	Mar 6, 2021	Community Detection	—Unverified	0
Recurrent Graph Neural Network Algorithm for Unsupervised Network Community Detection	Mar 3, 2021	Community DetectionGraph Neural Network	CodeCode Available	0
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block Model	Feb 25, 2021	Community DetectionStochastic Block Model	CodeCode Available	0
GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more	Feb 24, 2021	Community Detection	—Unverified	0
Community Detection in Weighted Multilayer Networks with Ambient Noise	Feb 24, 2021	Community DetectionVariational Inference	CodeCode Available	0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding	Feb 24, 2021	Adversarial AttackClassification	—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