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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 711–720 of 919 papers

Title	Date	Tasks	Status	Hype
Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection	Oct 30, 2017	Bayesian InferenceCommunity Detection	—Unverified	0
Kernel k-Groups via Hartigan's Method	Oct 26, 2017	ClusteringCommunity Detection	—Unverified	0
Algorithmic infeasibility of community detection in higher-order networks	Oct 24, 2017	Community Detection	—Unverified	0
Primal-Dual Optimization Algorithms over Riemannian Manifolds: an Iteration Complexity Analysis	Oct 5, 2017	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Bayesian estimation from few samples: community detection and related problems	Sep 30, 2017	Community DetectionStochastic Block Model	—Unverified	0
The Geometric Block Model	Sep 16, 2017	Community Detectionmodel	—Unverified	0
Statistical inference on random dot product graphs: a survey	Sep 16, 2017	Community DetectionSurvey	—Unverified	0
Revisiting Spectral Graph Clustering with Generative Community Models	Sep 14, 2017	ClusteringCommunity Detection	—Unverified	0
On labeling Android malware signatures using minhashing and further classification with Structural Equation Models	Sep 13, 2017	Community DetectionGeneral Classification	—Unverified	0
Weighted Message Passing and Minimum Energy Flow for Heterogeneous Stochastic Block Models with Side Information	Sep 12, 2017	Community 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