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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 231–240 of 919 papers

Title	Date	Tasks	Status	Hype
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs	Aug 12, 2022	Community DetectionGraph Mining	—Unverified	0
Network strategies to study Epstein-Barr virus associated carcinomas and potential etiological mechanisms for oncogenesis	Jul 31, 2022	Community Detection	—Unverified	0
20 years of network community detection	Jul 30, 2022	Community Detection	—Unverified	0
Minimax Rates for Robust Community Detection	Jul 25, 2022	Community DetectionStochastic Block Model	—Unverified	0
Communities in C.elegans connectome through the prism of non-backtracking walks	Jul 22, 2022	Community Detection	CodeCode Available	0
Edge Augmentation on Disconnected Graphs via Eigenvalue Elevation	Jul 12, 2022	Community Detection	—Unverified	0
Signed Network Embedding with Application to Simultaneous Detection of Communities and Anomalies	Jul 8, 2022	Anomaly DetectionCommunity Detection	—Unverified	0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks	Jul 8, 2022	Anomaly DetectionCommunity Detection	—Unverified	0
Perspectives and constraints on neural network models of neurobiological processes	Jul 2, 2022	AnatomyCommunity Detection	CodeCode Available	0
OK Boomer: Probing the socio-demographic Divide in Echo Chambers	Jul 1, 2022	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