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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 321–330 of 919 papers

Title	Date	Tasks	Status	Hype
Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding	Jan 24, 2022	Community Detection	—Unverified	0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available	0
Multiway Spherical Clustering via Degree-Corrected Tensor Block Models	Jan 19, 2022	ClusteringCommunity Detection	—Unverified	0
Investigating internal migration with network analysis and latent space representations: An application to Turkey	Jan 10, 2022	Community DetectionRepresentation Learning	—Unverified	0
Graph-Based Recommendation System Enhanced with Community Detection	Jan 10, 2022	Community DetectionRecommendation Systems	—Unverified	0
Network Collaborator: Knowledge Transfer Between Network Reconstruction and Community Detection	Jan 4, 2022	Community DetectionTransfer Learning	CodeCode Available	0
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method	Dec 28, 2021	Community DetectionStochastic Block Model	—Unverified	0
Community detection and portfolio optimization	Dec 26, 2021	Community DetectionManagement	—Unverified	0
A Spectral Method for Joint Community Detection and Orthogonal Group Synchronization	Dec 25, 2021	Community Detection	CodeCode Available	0
The interplay between ranking and communities in networks	Dec 23, 2021	Community Detection	CodeCode Available	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