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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 181–190 of 919 papers

Title	Date	Tasks	Status	Hype
Community Detection for Power Systems Network Aggregation Considering Renewable Variability	Nov 8, 2019	Community DetectionStochastic Optimization	—Unverified	0
Community Detection from Multiple Observations: from Product Graph Model to Brain Applications	Jun 21, 2024	Community DetectionEEG	—Unverified	0
Community Detection Graph Convolutional Network for Overlap-Aware Speaker Diarization	Jun 26, 2023	ClusteringCommunity Detection	—Unverified	0
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified	0
Community detection in censored hypergraph	Nov 4, 2021	Community DetectionMissing Values	—Unverified	0
Community detection in complex networks via node similarity, graph representation learning, and hierarchical clustering	Mar 21, 2023	Community DetectionGraph Representation Learning	—Unverified	0
Community Detection in Cryptocurrencies with Potential Applications to Portfolio Diversification	Aug 22, 2021	Community Detection	—Unverified	0
Community Detection in Degree-Corrected Block Models	Jul 24, 2016	Community Detection	—Unverified	0
Community Detection in General Hypergraph via Graph Embedding	Mar 28, 2021	Community DetectionGraph Embedding	—Unverified	0
A new method for quantifying network cyclic structure to improve community detection	Oct 2, 2019	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