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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 531–540 of 919 papers

Title	Date	Tasks	Status	Hype
Finding overlapping community from social networks based on community forest model	Dec 29, 2016	Community Detection	—Unverified	0
Finding structural hole spanners based on community forest model and diminishing marginal utility in large scale social networks	Apr 24, 2020	Community DetectionLink Prediction	—Unverified	0
Machine learning to assess relatedness: the advantage of using firm-level data	Feb 1, 2022	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Fitting networks with a cancellation trick	Feb 23, 2025	Community Detectionparameter estimation	—Unverified	0
FluidC+: A novel community detection algorithm based on fluid propagation	Apr 26, 2019	Community Detection	—Unverified	0
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks	May 24, 2021	AttributeCommunity Detection	—Unverified	0
From Community Detection to Community Profiling	Jan 17, 2017	Community Detection	—Unverified	0
From Community Detection to Community Deception	Sep 1, 2016	Community Detection	—Unverified	0
From Free Text to Clusters of Content in Health Records: An Unsupervised Graph Partitioning Approach	Nov 14, 2018	Community DetectionDescriptive	—Unverified	0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology	Jul 7, 2018	Community DetectionDescriptive	—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