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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 221–230 of 919 papers

Title	Date	Tasks	Status	Hype
A Boosting Approach to Learning Graph Representations	Jan 14, 2014	Community DetectionRelational Reasoning	—Unverified	0
Clustering and Community Detection with Imbalanced Clusters	Aug 26, 2016	ClusteringCommunity Detection	—Unverified	0
Community detection using low-dimensional network embedding algorithms	Nov 4, 2021	Community DetectionNetwork Embedding	—Unverified	0
Community Detection Using Revised Medoid-Shift Based on KNN	Apr 19, 2023	ClusteringCommunity Detection	—Unverified	0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models	Nov 17, 2021	Community DetectionTopic Models	—Unverified	0
Community Detection via Measure Space Embedding	Dec 1, 2015	Community DetectionStochastic Block Model	—Unverified	0
Community Detection with a Subsampled Semidefinite Program	Feb 2, 2021	ClusteringCommunity Detection	—Unverified	0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection	Aug 23, 2012	ClusteringCommunity Detection	—Unverified	0
Community Detection with Heterogeneous Block Covariance Model	Dec 4, 2024	Community Detectionmodel	—Unverified	0
A new measure of modularity density for community detection	Aug 22, 2019	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