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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 871–880 of 919 papers

Title	Date	Tasks	Status	Hype
On semidefinite relaxations for the block model	Jun 21, 2014	Community DetectionGraphon Estimation	CodeCode Available	0
A Flexible Fitness Function for Community Detection in Complex Networks	Jun 10, 2014	Community Detection	—Unverified	0
Community detection in networks: Structural communities versus ground truth	Jun 1, 2014	Community Detection	—Unverified	0
Optimization via Low-rank Approximation for Community Detection in Networks	May 31, 2014	Community Detection	—Unverified	0
Secure Friend Discovery via Privacy-Preserving and Decentralized Community Detection	May 20, 2014	Community DetectionPrivacy Preserving	—Unverified	0
Locally Boosted Graph Aggregation for Community Detection	May 13, 2014	Community DetectionRelational Reasoning	—Unverified	0
A Bi-clustering Framework for Consensus Problems	Apr 30, 2014	ClusteringCommunity Detection	—Unverified	0
Robust and computationally feasible community detection in the presence of arbitrary outlier nodes	Apr 23, 2014	ClusteringCommunity Detection	—Unverified	0
Learning Latent Block Structure in Weighted Networks	Apr 2, 2014	Community DetectionStochastic Block Model	—Unverified	0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal	Apr 1, 2014	Community DetectionLocal Community Detection	—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