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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 901–910 of 919 papers

Title	Date	Tasks	Status	Hype
Clustering and Community Detection in Directed Networks: A Survey	Aug 5, 2013	ClusteringCommunity Detection	—Unverified	0
Detecting community structure using label propagation with weighted coherent neighborhood propinquity	Jul 15, 2013	Community Detection	CodeCode Available	0
Optimisation dans la détection de communautés recouvrantes et équilibre de Nash	Jul 10, 2013	Community Detection	—Unverified	0
Clustering of Complex Networks and Community Detection Using Group Search Optimization	Jul 4, 2013	ClusteringCommunity Detection	—Unverified	0
Spectral redemption: clustering sparse networks	Jun 24, 2013	ClusteringCommunity Detection	—Unverified	0
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	0
Structural and Functional Discovery in Dynamic Networks with Non-negative Matrix Factorization	May 30, 2013	Community DetectionTime Series	—Unverified	0
Network Detection Theory and Performance	Mar 22, 2013	Community Detectiongraph partitioning	—Unverified	0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified	0
A Tensor Approach to Learning Mixed Membership Community Models	Feb 12, 2013	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