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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 331–340 of 919 papers

Title	Date	Tasks	Status	Hype
Estimating Mixed Memberships with Sharp Eigenvector Deviations	Sep 1, 2017	Community Detection	—Unverified	0
Consistency of regularized spectral clustering in degree-corrected mixed membership model	Nov 23, 2020	ClusteringCommunity Detection	—Unverified	0
Estimating the number of communities in networks by spectral methods	Jul 3, 2015	Community Detection	—Unverified	0
Community Detection Guarantees Using Embeddings Learned by Node2Vec	Oct 26, 2023	ClusteringCommunity Detection	—Unverified	0
Estimation of Number of Communities in Assortative Sparse Networks	Jan 1, 2021	Community DetectionComputational Efficiency	—Unverified	0
Evaluating accuracy of community detection using the relative normalized mutual information	Jan 15, 2015	Community Detection	—Unverified	0
Evaluating Community Detection Algorithms for Progressively Evolving Graphs	Jul 16, 2020	Community DetectionDescriptive	—Unverified	0
An _p theory of PCA and spectral clustering	Jun 24, 2020	ClusteringCommunity Detection	—Unverified	0
Community Detection and Matrix Completion with Social and Item Similarity Graphs	Dec 6, 2019	Community DetectionMatrix Completion	—Unverified	0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process	Jun 28, 2022	Community DetectionLink Prediction	—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