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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 661–670 of 919 papers

Title	Date	Tasks	Status	Hype
Mixed-SCORE+ for mixed membership community detection	Dec 7, 2020	Community Detection	—Unverified	0
Mixture of multilayer stochastic block models for multiview clustering	Jan 9, 2024	ClusteringCommunity Detection	—Unverified	0
Modular decomposition of protein structure using community detection	Sep 18, 2018	Community Detectiondomain classification	—Unverified	0
Modularity-based approach for tracking communities in dynamic social networks	Feb 24, 2023	Community Detection	—Unverified	0
Modularity based linkage model for neuroevolution	Jun 2, 2023	Community Detectionmodel	—Unverified	0
Modular structure in labour networks reveals skill basins	Sep 8, 2019	Community Detection	—Unverified	0
Multimodal Clustering for Community Detection	Feb 27, 2017	AttributeClustering	—Unverified	0
Multiple-View Spectral Clustering for Group-wise Functional Community Detection	Nov 21, 2016	ClusteringCommunity Detection	—Unverified	0
Multiplex Communities and the Emergence of International Conflict	Jun 2, 2018	Community Detection	—Unverified	0
Multi-scale detection of hierarchical community architecture in structural and functional brain networks	Apr 19, 2017	Community DetectionFunctional Connectivity	—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