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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 661–670 of 919 papers

Title	Date	Tasks	Status	Hype
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—Unverified	0
PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso	Jul 20, 2018	Community Detection	—Unverified	0
Using link and content over time for embedding generation in Dynamic Attributed Networks	Jul 17, 2018	Community DetectionQuestion Answering	CodeCode Available	0
Convergence Rate of Block-Coordinate Maximization Burer-Monteiro Method for Solving Large SDPs	Jul 12, 2018	Community Detection	—Unverified	0
A likelihood-ratio type test for stochastic block models with bounded degrees	Jul 12, 2018	Community DetectionStochastic Block Model	—Unverified	0
Pairwise Covariates-adjusted Block Model for Community Detection	Jul 10, 2018	ClusteringCommunity Detection	—Unverified	0
Stochastic Block Model for Hypergraphs: Statistical limits and a semidefinite programming approach	Jul 8, 2018	Community DetectionStochastic Block Model	—Unverified	0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology	Jul 7, 2018	Community DetectionDescriptive	—Unverified	0
Causal Inference for Early Detection of Pathogenic Social Media Accounts	Jun 26, 2018	Causal InferenceCommunity Detection	—Unverified	0
Latent heterogeneous multilayer community detection	Jun 16, 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