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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 341–350 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection in multiplex networks using locally adaptive random walks	Jul 6, 2015	Community Detection	—Unverified	0	0
Community Detection in Multi-frequency EEG Networks	Sep 26, 2022	Community DetectionEEG	—Unverified	0	0
Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods	Dec 22, 2021	Community Detection	—Unverified	0	0
Community Detection in High-Dimensional Graph Ensembles	Dec 6, 2023	Community DetectionStochastic Block Model	—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
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection	Dec 7, 2021	Community Detectionvalid	—Unverified	0	0
A Compressive Sensing Approach to Community Detection with Applications	Aug 30, 2017	ClusteringCommunity Detection	—Unverified	0	0
A Bi-clustering Framework for Consensus Problems	Apr 30, 2014	ClusteringCommunity Detection	—Unverified	0	0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation	Sep 21, 2019	Community Detection	—Unverified	0	0
Community Detection in General Hypergraph via Graph Embedding	Mar 28, 2021	Community DetectionGraph Embedding	—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