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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 321–330 of 919 papers

Title	Date	Tasks	Status	Hype
Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks	May 7, 2020	Community Detection	—Unverified	0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI	Jun 19, 2019	Community DetectionFunctional Connectivity	—Unverified	0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—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
An _p theory of PCA and spectral clustering	Jun 24, 2020	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
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process	Jun 28, 2022	Community DetectionLink Prediction	—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