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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 771–780 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Clustering and Community Detection in Directed Networks: A Survey	Aug 5, 2013	ClusteringCommunity Detection	—Unverified	0	0
Clustering and Community Detection with Imbalanced Clusters	Aug 26, 2016	ClusteringCommunity Detection	—Unverified	0	0
Clustering evolving data using kernel-based methods	Nov 20, 2014	ClusteringCommunity Detection	—Unverified	0	0
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified	0	0
Clustering of Complex Networks and Community Detection Using Group Search Optimization	Jul 4, 2013	ClusteringCommunity Detection	—Unverified	0	0
Clustering via Content-Augmented Stochastic Blockmodels	May 25, 2015	ArticlesClustering	—Unverified	0	0
Coactivated Clique Based Multisource Overlapping Brain Subnetwork Extraction	Jan 26, 2018	Community Detection	—Unverified	0	0
Cognitive modelling with multilayer networks: Insights, advancements and future challenges	Oct 2, 2022	Community Detection	—Unverified	0	0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection	Jul 19, 2016	Community DetectionStochastic Block Model	—Unverified	0	0
ComHapDet: A Spatial Community Detection Algorithm for Haplotype Assembly	Nov 27, 2019	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