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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 81–90 of 919 papers

Title	Date	Tasks	Status	Hype
A high-reproducibility and high-accuracy method for automated topic classification	Feb 3, 2014	Community DetectionComputational Efficiency	—Unverified	0
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection	Feb 23, 2023	Community DetectionRepresentation Learning	—Unverified	0
A Compressive Sensing Approach to Community Detection with Applications	Aug 30, 2017	ClusteringCommunity 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 Bi-clustering Framework for Consensus Problems	Apr 30, 2014	ClusteringCommunity Detection	—Unverified	0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation	Sep 21, 2019	Community Detection	—Unverified	0
A testing based extraction algorithm for identifying significant communities in networks	Dec 3, 2014	Community Detection	—Unverified	0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal	Apr 1, 2014	Community DetectionLocal Community Detection	—Unverified	0
A Comprehensive Survey on Community Detection with Deep Learning	May 26, 2021	ClusteringCommunity Detection	—Unverified	0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning	Jan 3, 2021	Community 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