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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 591–600 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Struct-MMSB: Mixed Membership Stochastic Blockmodels with Interpretable Structured Priors	Feb 21, 2020	Community DetectionProbabilistic Programming	—Unverified	0	0
Structural and Functional Discovery in Dynamic Networks with Non-negative Matrix Factorization	May 30, 2013	Community DetectionTime Series	—Unverified	0	0
Structure and inference in annotated networks	Jul 14, 2015	Community Detection	—Unverified	0	0
Submatrix localization via message passing	Oct 30, 2015	2kCommunity Detection	—Unverified	0	0
Survey of Federated Learning Models for Spatial-Temporal Mobility Applications	May 9, 2023	Community DetectionFederated Learning	—Unverified	0	0
Systematic review of image segmentation using complex networks	Jan 5, 2024	Community DetectionEdge Detection	—Unverified	0	0
Tail-Net: Extracting Lowest Singular Triplets for Big Data Applications	Apr 28, 2021	ClusteringCommunity Detection	—Unverified	0	0
TC-SfM: Robust Track-Community-Based Structure-from-Motion	Jun 13, 2022	Community Detection	—Unverified	0	0
Techniques for clustering interaction data as a collection of graphs	Jun 24, 2014	ClusteringCommunity Detection	—Unverified	0	0
TeCoMiner: Topic Discovery Through Term Community Detection	Mar 23, 2021	Community Detection	—Unverified	0	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