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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 381–390 of 919 papers

Title	Date	Tasks	Status	Hype
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks	May 24, 2021	AttributeCommunity Detection	—Unverified	0
From Community Detection to Community Profiling	Jan 17, 2017	Community Detection	—Unverified	0
From Community Detection to Community Deception	Sep 1, 2016	Community Detection	—Unverified	0
From Free Text to Clusters of Content in Health Records: An Unsupervised Graph Partitioning Approach	Nov 14, 2018	Community DetectionDescriptive	—Unverified	0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology	Jul 7, 2018	Community DetectionDescriptive	—Unverified	0
From the User to the Medium: Neural Profiling Across Web Communities	Dec 3, 2018	ClusteringCommunity Detection	—Unverified	0
Generalized Category Discovery with Clustering Assignment Consistency	Oct 30, 2023	ClusteringCommunity Detection	—Unverified	0
Fundamental limits of community detection from multi-view data: multi-layer, dynamic and partially labeled block models	Jan 16, 2024	Community DetectionStochastic Block Model	—Unverified	0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection	Apr 13, 2023	Community DetectionLanguage Modelling	—Unverified	0
Data-driven Clustering in Ad-hoc Networks based on Community Detection	Aug 2, 2021	ClusteringCommunity 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