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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 331–340 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection in networks via nonlinear modularity eigenvectors	Aug 18, 2017	Community Detection	—Unverified	0	0
Community detection in networks using graph embeddings	Sep 11, 2020	ClusteringCommunity Detection	—Unverified	0	0
Community Detection in Networks using Graph Distance	Jan 16, 2014	Community Detection	—Unverified	0	0
Community detection in networks: Structural communities versus ground truth	Jun 1, 2014	Community Detection	—Unverified	0	0
A stochastic block model for community detection in attributed networks	Aug 31, 2023	ClusteringCommunity Detection	—Unverified	0	0
A high-reproducibility and high-accuracy method for automated topic classification	Feb 3, 2014	Community DetectionComputational Efficiency	—Unverified	0	0
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection	Feb 23, 2023	Community DetectionRepresentation Learning	—Unverified	0	0
Community detection in network neuroscience	Nov 13, 2020	Community Detection	—Unverified	0	0
Community detection in multi-relational data with restricted multi-layer stochastic blockmodel	Jun 8, 2015	Community DetectionStochastic Block Model	—Unverified	0	0
Community detection in multiplex networks based on orthogonal nonnegative matrix tri-factorization	May 2, 2022	Community DetectionMultiview Clustering	—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