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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 331–340 of 919 papers

Title	Date	Tasks	Status	Hype
Partial recovery and weak consistency in the non-uniform hypergraph Stochastic Block Model	Dec 22, 2021	Community DetectionStochastic Block Model	—Unverified	0
Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods	Dec 22, 2021	Community Detection	—Unverified	0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models	Dec 9, 2021	Community DetectionFairness	—Unverified	0
Uncovering the Local Hidden Community Structure in Social Networks	Dec 8, 2021	Community DetectionLocal Community Detection	—Unverified	0
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection	Dec 7, 2021	Community Detectionvalid	—Unverified	0
Mixed membership distribution-free model	Dec 4, 2021	Community Detectionmodel	—Unverified	0
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truths	Nov 30, 2021	Community DetectionDescriptive	—Unverified	0
Towards Modularity Optimization Using Reinforcement Learning to Community Detection in Dynamic Social Networks	Nov 25, 2021	Community Detectionreinforcement-learning	—Unverified	0
Would I regret later joining this Community ? Using temporal neighborhood information for community retention in a game theoretic community detection framework	Nov 24, 2021	Community Detection	—Unverified	0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models	Nov 17, 2021	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