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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 351–360 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Spectral Framework for Anomalous Subgraph Detection	Jan 29, 2014	Community Detection	—Unverified	0	0
Community Detection in Degree-Corrected Block Models	Jul 24, 2016	Community Detection	—Unverified	0	0
Community Detection in Cryptocurrencies with Potential Applications to Portfolio Diversification	Aug 22, 2021	Community Detection	—Unverified	0	0
A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts	Feb 1, 2022	ClusteringCommunity Detection	—Unverified	0	0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal	Apr 1, 2014	Community DetectionLocal Community Detection	—Unverified	0	0
Community detection in complex networks via node similarity, graph representation learning, and hierarchical clustering	Mar 21, 2023	Community DetectionGraph Representation Learning	—Unverified	0	0
Community detection in censored hypergraph	Nov 4, 2021	Community DetectionMissing Values	—Unverified	0	0
A semidefinite program for unbalanced multisection in the stochastic block model	Jul 20, 2015	Community DetectionStochastic Block Model	—Unverified	0	0
Community Detection Graph Convolutional Network for Overlap-Aware Speaker Diarization	Jun 26, 2023	ClusteringCommunity Detection	—Unverified	0	0
A Semidefinite Program for Structured Blockmodels	Nov 16, 2016	Community Detection	—Unverified	0	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