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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 601–610 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Temporal Dynamics of Coordinated Online Behavior: Stability, Archetypes, and Influence	Jan 17, 2023	Community DetectionDynamic Community Detection	—Unverified	0	0
Term-community-based topic detection with variable resolution	Mar 25, 2021	ArticlesCommunity Detection	—Unverified	0	0
The algorithm of the impulse noise filtration in images based on an algorithm of community detection in graphs	Dec 25, 2018	Community Detection	—Unverified	0	0
The Automatic Quasi-clique Merger algorithm (AQCM)	Mar 6, 2021	Community Detection	—Unverified	0	0
Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity	Sep 10, 2022	Community DetectionGraph Generation	—Unverified	0	0
The effect of the pandemic on complex socio-economic systems: community detection induced by communicability	Jan 29, 2022	Community Detection	—Unverified	0	0
The Geometric Block Model	Sep 16, 2017	Community Detectionmodel	—Unverified	0	0
The ground truth about metadata and community detection in networks	Aug 20, 2016	Community Detection	—Unverified	0	0
The NOESIS Network-Oriented Exploration, Simulation, and Induction System	Nov 15, 2016	Community DetectionLink Prediction	—Unverified	0	0
Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection	Oct 30, 2017	Bayesian InferenceCommunity 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