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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 621–630 of 919 papers

Title	Date	Tasks	Status	Hype
EXIT Analysis for Community Detection	Jan 8, 2019	Community Detection	—Unverified	0
Deep Network Embedding for Graph Representation Learning in Signed Networks	Jan 7, 2019	Community DetectionGraph Mining	CodeCode Available	0
Semi-supervised learning in unbalanced and heterogeneous networks	Jan 7, 2019	ClusteringCommunity Detection	—Unverified	0
The algorithm of the impulse noise filtration in images based on an algorithm of community detection in graphs	Dec 25, 2018	Community Detection	—Unverified	0
A Fuzzy Community-Based Recommender System Using PageRank	Dec 18, 2018	Community DetectionRecommendation Systems	—Unverified	0
Provable limitations of deep learning	Dec 16, 2018	Community DetectionDeep Learning	—Unverified	0
Higher-Order Spectral Clustering under Superimposed Stochastic Block Model	Dec 16, 2018	ClusteringCommunity Detection	—Unverified	0
Community structure: A comparative evaluation of community detection methods	Dec 14, 2018	Community DetectionNavigate	—Unverified	0
Statement networks: a power structure narrative as depicted by newspapers	Dec 10, 2018	ArticlesCommunity Detection	CodeCode Available	0
Rank-one matrix estimation: analysis of algorithmic and information theoretic limits by the spatial coupling method	Dec 6, 2018	Community DetectionCompressive Sensing	—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