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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 311–320 of 919 papers

Title	Date	Tasks	Status	Hype
Edge Augmentation on Disconnected Graphs via Eigenvalue Elevation	Jul 12, 2022	Community Detection	—Unverified	0
Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results	Jun 26, 2014	Community Detection	—Unverified	0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection	Jul 19, 2016	Community DetectionStochastic Block Model	—Unverified	0
Effective Resistance-based Germination of Seed Sets for Community Detection	Oct 31, 2018	Community Detection	—Unverified	0
ComHapDet: A Spatial Community Detection Algorithm for Haplotype Assembly	Nov 27, 2019	Community Detection	—Unverified	0
Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning	Jan 23, 2014	ClusteringCommunity Detection	—Unverified	0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings	Nov 4, 2021	Community DetectionLink Prediction	—Unverified	0
Efficient Minimax Signal Detection on Graphs	Nov 23, 2014	Community Detection	—Unverified	0
Estimating Mixed-Memberships Using the Symmetric Laplacian Inverse Matrix	Dec 17, 2020	ClusteringCommunity Detection	—Unverified	0
Estimating Mixed Memberships with Sharp Eigenvector Deviations	Sep 1, 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