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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 691–700 of 919 papers

Title	Date	Tasks	Status	Hype
Stochastic Block Models with Multiple Continuous Attributes	Mar 7, 2018	AttributeCollaborative Filtering	—Unverified	0
Evaluating Overfit and Underfit in Models of Network Community Structure	Feb 28, 2018	Community DetectionDiagnostic	CodeCode Available	0
Information-theoretic Limits for Community Detection in Network Models	Feb 16, 2018	Community DetectionStochastic Block Model	—Unverified	0
A Generative Model for Dynamic Networks with Applications	Feb 11, 2018	Community DetectionLink Prediction	—Unverified	0
On the Minimax Misclassification Ratio of Hypergraph Community Detection	Feb 3, 2018	ClusteringCommunity Detection	—Unverified	0
Disunited Nations? A Multiplex Network Approach to Detecting Preference Affinity Blocs using Texts and Votes	Feb 1, 2018	Community DetectionWord Embeddings	—Unverified	0
Weighted Community Detection and Data Clustering Using Message Passing	Jan 30, 2018	Bayesian InferenceClustering	—Unverified	0
Coactivated Clique Based Multisource Overlapping Brain Subnetwork Extraction	Jan 26, 2018	Community Detection	—Unverified	0
Community detection using diffusion information	Jan 23, 2018	Community Detection	CodeCode Available	0
Active Community Detection with Maximal Expected Model Change	Jan 11, 2018	Active LearningCommunity Detection	—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