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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 821–830 of 919 papers

Title	Date	Tasks	Status	Hype
Community Detection via Measure Space Embedding	Dec 1, 2015	Community DetectionStochastic Block Model	—Unverified	0
An Empirical Comparison of the Summarization Power of Graph Clustering Methods	Nov 21, 2015	ClusteringCommunity Detection	—Unverified	0
Hierarchical Latent Semantic Mapping for Automated Topic Generation	Nov 11, 2015	Community Detection	—Unverified	0
Learning Communities in the Presence of Errors	Nov 10, 2015	Community Detectiongraph partitioning	—Unverified	0
Statistical physics of inference: Thresholds and algorithms	Nov 8, 2015	Community Detectioncompressed sensing	CodeCode Available	0
How Robust are Reconstruction Thresholds for Community Detection?	Nov 4, 2015	ClusteringCommunity Detection	—Unverified	0
Submatrix localization via message passing	Oct 30, 2015	2kCommunity Detection	—Unverified	0
Optimal Cluster Recovery in the Labeled Stochastic Block Model	Oct 20, 2015	ClusteringCommunity Detection	—Unverified	0
Learning multi-faceted representations of individuals from heterogeneous evidence using neural networks	Oct 18, 2015	Community DetectionLink Prediction	—Unverified	0
Recovering a Hidden Community Beyond the Kesten-Stigum Threshold in O(\|E\| ^*\|V\|) Time	Oct 9, 2015	Community DetectionStochastic Block Model	—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