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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 641–650 of 919 papers

Title	Date	Tasks	Status	Hype
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	0
A Map Equation with Metadata: Varying the Role of Attributes in Community Detection	Oct 24, 2018	Community Detection	—Unverified	0
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection	Oct 22, 2018	Community DetectionDecoder	CodeCode Available	0
Parallel Protein Community Detection in Large-scale PPI Networks Based on Multi-source Learning	Oct 17, 2018	Cloud ComputingCommunity Detection	—Unverified	0
TNE: A Latent Model for Representation Learning on Networks	Oct 16, 2018	Community DetectionLink Prediction	—Unverified	0
Top-K Influential Nodes in Social Networks: A Game Perspective	Oct 14, 2018	Community DetectionMarketing	—Unverified	0
Hierarchical community detection by recursive partitioning	Oct 2, 2018	ClusteringCommunity Detection	—Unverified	0
Determining Code Words in Euphemistic Hate Speech Using Word Embedding Networks	Oct 1, 2018	Abuse DetectionAbusive Language	—Unverified	0
Convex Relaxation Methods for Community Detection	Sep 30, 2018	Community DetectionSurvey	—Unverified	0
Evidential community detection based on density peaks	Sep 28, 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