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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
SamBaS: Sampling-Based Stochastic Block Partitioning	Aug 15, 2021	Community Detection	—Unverified	0
A Random Matrix Perspective on Random Tensors	Aug 2, 2021	Community Detection	—Unverified	0
A Framework for Multi-View Classification of Features	Aug 2, 2021	ClassificationCommunity Detection	—Unverified	0
Data-driven Clustering in Ad-hoc Networks based on Community Detection	Aug 2, 2021	ClusteringCommunity Detection	—Unverified	0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs	Aug 1, 2021	Community DetectionGPU	—Unverified	0
International Trade Network: Country centrality and COVID-19 pandemic	Jul 30, 2021	Community Detection	—Unverified	0
Scalable Community Detection via Parallel Correlation Clustering	Jul 27, 2021	ClusteringCommunity Detection	CodeCode Available	0
The Hyperspherical Geometry of Community Detection: Modularity as a Distance	Jul 6, 2021	ClusteringCommunity Detection	CodeCode Available	0
Subspace Clustering Based Analysis of Neural Networks	Jul 2, 2021	ClusteringCommunity Detection	CodeCode Available	0
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity	Jun 22, 2021	ClusteringCommunity Detection	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