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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 431–440 of 919 papers

Title	Date	Tasks	Status	Hype
Bounded Projection Matrix Approximation with Applications to Community Detection	May 21, 2023	ClusteringCommunity Detection	—Unverified	0
Community detection in weighted brain connectivity networks beyond the resolution limit	Sep 14, 2016	Community DetectionFunctional Connectivity	—Unverified	0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy	Feb 16, 2021	Combinatorial OptimizationCommunity Detection	—Unverified	0
Linear-Sample Learning of Low-Rank Distributions	Sep 30, 2020	Collaborative FilteringCommunity Detection	—Unverified	0
Curvature-based Clustering on Graphs	Jul 19, 2023	ClusteringCommunity Detection	—Unverified	0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors	Jul 9, 2019	AstronomyClustering	—Unverified	0
Hierarchical community detection by recursive partitioning	Oct 2, 2018	ClusteringCommunity Detection	—Unverified	0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition	Feb 10, 2020	Community DetectionStochastic Block Model	—Unverified	0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—Unverified	0
Hierarchical Latent Semantic Mapping for Automated Topic Generation	Nov 11, 2015	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