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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 111–120 of 919 papers

Title	Date	Tasks	Status	Hype
A Unified Framework for Tuning Hyperparameters in Clustering Problems	Oct 17, 2019	ClusteringCommunity Detection	—Unverified	0
A useful criterion on studying consistent estimation in community detection	Sep 30, 2021	Community DetectionStochastic Block Model	—Unverified	0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection	Aug 23, 2012	ClusteringCommunity Detection	—Unverified	0
A Web-based Interactive Visual Graph Analytics Platform	Feb 2, 2015	Community DetectionDecision Making	—Unverified	0
A web-based tool to Analyze Semantic Similarity Networks	Dec 21, 2014	Community DetectionSemantic Similarity	—Unverified	0
Axioms for graph clustering quality functions	Aug 15, 2013	ClusteringCommunity Detection	—Unverified	0
Top-K Influential Nodes in Social Networks: A Game Perspective	Oct 14, 2018	Community DetectionMarketing	—Unverified	0
An adaptive hybrid algorithm for social networks to choose groups with independent members	Oct 4, 2019	Community Detection	—Unverified	0
Bayesian estimation from few samples: community detection and related problems	Sep 30, 2017	Community DetectionStochastic Block Model	—Unverified	0
A Comprehensive Review of Community Detection in Graphs	Sep 21, 2023	Community DetectionSociology	—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