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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 751–760 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Web-based Interactive Visual Graph Analytics Platform	Feb 2, 2015	Community DetectionDecision Making	—Unverified	0	0
A web-based tool to Analyze Semantic Similarity Networks	Dec 21, 2014	Community DetectionSemantic Similarity	—Unverified	0	0
Axioms for graph clustering quality functions	Aug 15, 2013	ClusteringCommunity Detection	—Unverified	0	0
Top-K Influential Nodes in Social Networks: A Game Perspective	Oct 14, 2018	Community DetectionMarketing	—Unverified	0	0
Bayesian estimation from few samples: community detection and related problems	Sep 30, 2017	Community DetectionStochastic Block Model	—Unverified	0	0
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks	Dec 21, 2023	BenchmarkingCommunity Detection	—Unverified	0	0
Beyond the network of plants volatile organic compounds	Apr 26, 2017	Community Detection	—Unverified	0	0
Bias-Corrected Joint Spectral Embedding for Multilayer Networks with Invariant Subspace: Entrywise Eigenvector Perturbation and Inference	Jun 12, 2024	Community Detection	—Unverified	0	0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs	Aug 1, 2021	Community DetectionGPU	—Unverified	0	0
Big Networks: A Survey	Aug 9, 2020	Community DetectionLink Prediction	—Unverified	0	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