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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 791–800 of 919 papers

Title	Date	Tasks	Status	Hype
Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering	Jul 21, 2016	AttributeClustering	—Unverified	0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection	Jul 19, 2016	Community DetectionStochastic Block Model	—Unverified	0
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available	0
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs	Jun 29, 2016	ClusteringCommunity Detection	CodeCode Available	1
Mutual information for symmetric rank-one matrix estimation: A proof of the replica formula	Jun 13, 2016	Community Detection	—Unverified	0
Evidential Label Propagation Algorithm for Graphs	Jun 13, 2016	Community Detection	—Unverified	0
Graph-Community Detection for Cross-Document Topic Segment Relationship Identification	Jun 13, 2016	ClusteringCommunity Detection	—Unverified	0
On clustering network-valued data	Jun 8, 2016	ClusteringCommunity Detection	CodeCode Available	0
How is a data-driven approach better than random choice in label space division for multi-label classification?	Jun 7, 2016	Community DetectionGeneral Classification	—Unverified	0
Orthogonal symmetric non-negative matrix factorization under the stochastic block model	May 17, 2016	ClusteringCommunity 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