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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 91–100 of 919 papers

Title	Date	Tasks	Status	Hype
A semidefinite program for unbalanced multisection in the stochastic block model	Jul 20, 2015	Community DetectionStochastic Block Model	—Unverified	0
A Semidefinite Program for Structured Blockmodels	Nov 16, 2016	Community Detection	—Unverified	0
A Comprehensive Survey on Community Detection with Deep Learning	May 26, 2021	ClusteringCommunity Detection	—Unverified	0
A Spectral Framework for Anomalous Subgraph Detection	Jan 29, 2014	Community Detection	—Unverified	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
A spectral method for community detection in moderately-sparse degree-corrected stochastic block models	Jun 29, 2015	ClusteringCommunity Detection	—Unverified	0
A Compressive Sensing Approach to Community Detection with Applications	Aug 30, 2017	ClusteringCommunity Detection	—Unverified	0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation	Sep 21, 2019	Community Detection	—Unverified	0
A stochastic block model for community detection in attributed networks	Aug 31, 2023	ClusteringCommunity Detection	—Unverified	0
A Unified Framework for Tuning Hyperparameters in Clustering Problems	Oct 17, 2019	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