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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 731–740 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Novel Community Detection Based Genetic Algorithm for Feature Selection	Aug 8, 2020	Community Detectionfeature selection	—Unverified	0	0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey	Jun 21, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
A pseudo-likelihood approach to community detection in weighted networks	Mar 10, 2023	Community DetectionComputational Efficiency	—Unverified	0	0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified	0	0
A Random Matrix Perspective on Random Tensors	Aug 2, 2021	Community Detection	—Unverified	0	0
A Semidefinite Program for Structured Blockmodels	Nov 16, 2016	Community Detection	—Unverified	0	0
A semidefinite program for unbalanced multisection in the stochastic block model	Jul 20, 2015	Community DetectionStochastic Block Model	—Unverified	0	0
A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts	Feb 1, 2022	ClusteringCommunity Detection	—Unverified	0	0
A Spectral Framework for Anomalous Subgraph Detection	Jan 29, 2014	Community Detection	—Unverified	0	0
A spectral method for community detection in moderately-sparse degree-corrected stochastic block models	Jun 29, 2015	ClusteringCommunity 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