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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 131–140 of 919 papers

Title	Date	Tasks	Status	Hype
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection	Jul 19, 2016	Community DetectionStochastic Block Model	—Unverified	0
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training	Nov 18, 2023	Community DetectionContrastive Learning	—Unverified	0
A pseudo-likelihood approach to community detection in weighted networks	Mar 10, 2023	Community DetectionComputational Efficiency	—Unverified	0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey	Jun 21, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0
A Fuzzy Community-Based Recommender System Using PageRank	Dec 18, 2018	Community DetectionRecommendation Systems	—Unverified	0
A Framework for Multi-View Classification of Features	Aug 2, 2021	ClassificationCommunity Detection	—Unverified	0
A Novel Community Detection Based Genetic Algorithm for Feature Selection	Aug 8, 2020	Community Detectionfeature selection	—Unverified	0
A Community Detection and Graph Neural Network Based Link Prediction Approach for Scientific Literature	Jan 4, 2024	Community DetectionGraph Neural Network	—Unverified	0
Community Detection and Growth Potential Prediction from Patent Citation Networks	Apr 23, 2019	ClusteringCommunity Detection	—Unverified	0
Community Detection in Networks: A Rough Sets and Consensus Clustering Approach	Jun 18, 2024	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