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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 361–370 of 919 papers

Title	Date	Tasks	Status	Hype
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models	Dec 9, 2021	Community DetectionFairness	—Unverified	0
Community Detection for Heterogeneous Multiple Social Networks	May 7, 2024	Community Detection	—Unverified	0
Fast Community Detection based on Graph Autoencoder Reconstruction	Mar 7, 2022	Community Detection	—Unverified	0
Community Detection for Power Systems Network Aggregation Considering Renewable Variability	Nov 8, 2019	Community DetectionStochastic Optimization	—Unverified	0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—Unverified	0
DCC: A Cascade based Approach to Detect Communities in Social Networks	Dec 21, 2022	Community Detection	—Unverified	0
Data-driven Influence Based Clustering of Dynamical Systems	Apr 5, 2022	AstronomyClustering	—Unverified	0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian	Jun 5, 2019	ClusteringCommunity Detection	—Unverified	0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing	Aug 30, 2018	Community Detection	—Unverified	0
Data-driven Clustering in Ad-hoc Networks based on Community Detection	Aug 2, 2021	ClusteringCommunity 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