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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 101–110 of 919 papers

Title	Date	Tasks	Status	Hype
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning	Jan 3, 2021	Community Detection	—Unverified	0
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks	Dec 21, 2023	BenchmarkingCommunity Detection	—Unverified	0
A Survey on Signed Graph Embedding: Methods and Applications	Sep 5, 2024	Community DetectionGraph Embedding	—Unverified	0
A Survey on Theoretical Advances of Community Detection in Networks	Aug 26, 2018	ClusteringCommunity Detection	—Unverified	0
A Tensor Approach to Learning Mixed Membership Community Models	Feb 12, 2013	Community DetectionStochastic Block Model	—Unverified	0
A testing based extraction algorithm for identifying significant communities in networks	Dec 3, 2014	Community Detection	—Unverified	0
A Generative Model for Dynamic Networks with Applications	Feb 11, 2018	Community DetectionLink Prediction	—Unverified	0
A Comprehensive Review of Community Detection in Graphs	Sep 21, 2023	Community DetectionSociology	—Unverified	0
Active Community Detection with Maximal Expected Model Change	Jan 11, 2018	Active LearningCommunity Detection	—Unverified	0
A Random Matrix Perspective on Random Tensors	Aug 2, 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