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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 681–690 of 919 papers

Title	Date	Tasks	Status	Hype
Network-Based Delineation of Health Service Areas: A Comparative Analysis of Community Detection Algorithms	Dec 8, 2019	Community Detection	—Unverified	0
Network-based diversification of stock and cryptocurrency portfolios	Aug 21, 2024	Community Detection	—Unverified	0
Network Clustering Via Kernel-ARMA Modeling and the Grassmannian The Brain-Network Case	Feb 18, 2020	ClusteringCommunity Detection	—Unverified	0
Network-community analysis of cellular senescence	Jun 19, 2024	Community Detectionfeature selection	—Unverified	0
Network Detection Theory and Performance	Mar 22, 2013	Community Detectiongraph partitioning	—Unverified	0
Network Filtering for Big Data: Triangulated Maximally Filtered Graph	May 10, 2015	ClusteringCommunity Detection	—Unverified	0
Network reconstruction and community detection from dynamics	Mar 26, 2019	Community Detection	—Unverified	0
Network strategies to study Epstein-Barr virus associated carcinomas and potential etiological mechanisms for oncogenesis	Jul 31, 2022	Community Detection	—Unverified	0
Network structure, metadata and the prediction of missing nodes and annotations	Apr 1, 2016	Community Detection	—Unverified	0
Network Visualisations for Exploring Political Concepts	Jan 1, 2017	Community DetectionTopic Models	—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