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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 671–680 of 919 papers

Title	Date	Tasks	Status	Hype
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
Learning Influence-Receptivity Network Structure with Guarantee	Jun 14, 2018	Community Detection	—Unverified	0
Universality of the stochastic block model	Jun 11, 2018	Community Detectionmodel	—Unverified	0
Multiplex Communities and the Emergence of International Conflict	Jun 2, 2018	Community Detection	—Unverified	0
Scalable and Robust Community Detection with Randomized Sketching	May 25, 2018	ClusteringCommunity Detection	—Unverified	0
Searching for a Single Community in a Graph	May 24, 2018	ClusteringCommunity Detection	—Unverified	0
Prioritizing network communities	May 7, 2018	Community Detection	—Unverified	0
Block-Structure Based Time-Series Models For Graph Sequences	Apr 24, 2018	Community DetectionTime Series	CodeCode Available	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