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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 471–480 of 919 papers

Title	Date	Tasks	Status	Hype
Big Networks: A Survey	Aug 9, 2020	Community DetectionLink Prediction	—Unverified	0
A Novel Community Detection Based Genetic Algorithm for Feature Selection	Aug 8, 2020	Community Detectionfeature selection	—Unverified	0
Community detection in sparse latent space models	Aug 4, 2020	ClusteringCommunity Detection	—Unverified	0
Almost exact recovery in noisy semi-supervised learning	Jul 29, 2020	ClusteringCommunity Detection	CodeCode Available	0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph Description	Jul 20, 2020	Community DetectionGraph Embedding	CodeCode Available	0
Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective	Jul 17, 2020	Community DetectionDistributed Computing	—Unverified	0
GRADE: Graph Dynamic Embedding	Jul 16, 2020	Community DetectionDynamic Community Detection	—Unverified	0
Evaluating Community Detection Algorithms for Progressively Evolving Graphs	Jul 16, 2020	Community DetectionDescriptive	—Unverified	0
Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels?	Jul 12, 2020	ClusteringCommunity Detection	—Unverified	0
Next Waves in Veridical Network Embedding	Jul 10, 2020	Community DetectionLink Prediction	—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