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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	Score
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing	Apr 14, 2019	ClusteringCommunity Detection	—Unverified	0	0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing	Aug 30, 2018	Community Detection	—Unverified	0	0
Finding overlapping community from social networks based on community forest model	Dec 29, 2016	Community Detection	—Unverified	0	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	0
Machine learning to assess relatedness: the advantage of using firm-level data	Feb 1, 2022	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
Fitting networks with a cancellation trick	Feb 23, 2025	Community Detectionparameter estimation	—Unverified	0	0
A Generative Model for Dynamic Networks with Applications	Feb 11, 2018	Community DetectionLink Prediction	—Unverified	0	0
FluidC+: A novel community detection algorithm based on fluid propagation	Apr 26, 2019	Community Detection	—Unverified	0	0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI	Jun 19, 2019	Community DetectionFunctional Connectivity	—Unverified	0	0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records	Aug 31, 2019	ClusteringCommunity Detection	—Unverified	0	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