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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 801–810 of 919 papers

Title	Date	Tasks	Status	Hype
Active Learning for Community Detection in Stochastic Block Models	May 8, 2016	Active LearningBenchmarking	—Unverified	0
Evaluating the effect of topic consideration in identifying communities of rating-based social networks	Apr 26, 2016	Community Detection	—Unverified	0
Weighted Spectral Cluster Ensemble	Apr 25, 2016	ClusteringCommunity Detection	—Unverified	0
Community Detection with Node Attributes and its Generalization	Apr 12, 2016	Community Detection	—Unverified	0
Network structure, metadata and the prediction of missing nodes and annotations	Apr 1, 2016	Community Detection	—Unverified	0
Performance of a community detection algorithm based on semidefinite programming	Mar 30, 2016	Community DetectionStochastic Block Model	—Unverified	0
On the Simultaneous Preservation of Privacy and Community Structure in Anonymized Networks	Mar 25, 2016	Community DetectionStochastic Block Model	—Unverified	0
Inference via Message Passing on Partially Labeled Stochastic Block Models	Mar 22, 2016	Community Detection	—Unverified	0
Recovering Structured Probability Matrices	Feb 21, 2016	Collaborative FilteringCommunity Detection	—Unverified	0
Machine learning meets network science: dimensionality reduction for fast and efficient embedding of networks in the hyperbolic space	Feb 21, 2016	Community DetectionDimensionality Reduction	—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