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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 491–500 of 919 papers

Title	Date	Tasks	Status	Hype
Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results	Jun 26, 2014	Community Detection	—Unverified	0
Effective Resistance-based Germination of Seed Sets for Community Detection	Oct 31, 2018	Community Detection	—Unverified	0
Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning	Jan 23, 2014	ClusteringCommunity Detection	—Unverified	0
Efficient Minimax Signal Detection on Graphs	Nov 23, 2014	Community Detection	—Unverified	0
Efficient Personalized Community Detection via Genetic Evolution	Sep 6, 2020	Community DetectionLink Prediction	—Unverified	0
Enhancing Community Detection in Networks: A Comparative Analysis of Local Metrics and Hierarchical Algorithms	Aug 17, 2024	Community Detection	—Unverified	0
Enhancing Scalability of Optimal Kron-based Reduction of Networks (Opti-KRON) via Decomposition with Community Detection	Jul 2, 2024	Community Detection	—Unverified	0
Ensemble approaches for improving community detection methods	Sep 1, 2013	ClusteringCommunity Detection	—Unverified	0
Entropic Spectral Learning for Large-Scale Graphs	Apr 18, 2018	Community Detection	—Unverified	0
Estimating mixed memberships in multi-layer networks	Apr 5, 2024	Community DetectionStochastic Block Model	—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