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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 121–130 of 919 papers

Title	Date	Tasks	Status	Hype
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks	Dec 21, 2023	BenchmarkingCommunity Detection	—Unverified	0
Beyond the network of plants volatile organic compounds	Apr 26, 2017	Community Detection	—Unverified	0
Bias-Corrected Joint Spectral Embedding for Multilayer Networks with Invariant Subspace: Entrywise Eigenvector Perturbation and Inference	Jun 12, 2024	Community Detection	—Unverified	0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting	Mar 12, 2018	ClusteringCommunity Detection	—Unverified	0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs	Aug 1, 2021	Community DetectionGPU	—Unverified	0
Big Networks: A Survey	Aug 9, 2020	Community DetectionLink Prediction	—Unverified	0
A Comprehensive Review of Community Detection in Graphs	Sep 21, 2023	Community DetectionSociology	—Unverified	0
A Random Matrix Perspective on Random Tensors	Aug 2, 2021	Community Detection	—Unverified	0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified	0
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—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