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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 851–860 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Exact Recovery of Community Structures Using DeepWalk and Node2vec	Jan 18, 2021	ClusteringCommunity Detection	—Unverified	0	0
Community detection for weighted bipartite networks	Sep 21, 2021	Community DetectionSociology	—Unverified	0	0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting	Jan 30, 2023	Community DetectionManagement	—Unverified	0	0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning	Aug 3, 2018	ArticlesClustering	—Unverified	0	0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity	Nov 15, 2020	Community Detectionmodel	—Unverified	0	0
Contributions to Representation Learning with Graph Autoencoders and Applications to Music Recommendation	May 29, 2022	Community DetectionLink Prediction	—Unverified	0	0
Controllability of Coarsely Measured Networked Linear Dynamical Systems (Extended Version)	Jun 21, 2022	Community DetectionStochastic Block Model	—Unverified	0	0
Convergence Rate of Block-Coordinate Maximization Burer-Monteiro Method for Solving Large SDPs	Jul 12, 2018	Community Detection	—Unverified	0	0
Convexified Modularity Maximization for Degree-corrected Stochastic Block Models	Dec 28, 2015	ClusteringCommunity Detection	—Unverified	0	0
Convex Relaxation Methods for Community Detection	Sep 30, 2018	Community DetectionSurvey	—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