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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 251–260 of 919 papers

Title	Date	Tasks	Status	Hype
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs	Aug 1, 2021	Community DetectionGPU	—Unverified	0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting	Jan 30, 2023	Community DetectionManagement	—Unverified	0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning	Aug 3, 2018	ArticlesClustering	—Unverified	0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity	Nov 15, 2020	Community Detectionmodel	—Unverified	0
Clustering and Community Detection with Imbalanced Clusters	Aug 26, 2016	ClusteringCommunity Detection	—Unverified	0
A new measure of modularity density for community detection	Aug 22, 2019	Community Detection	—Unverified	0
Clustering and Community Detection in Directed Networks: A Survey	Aug 5, 2013	ClusteringCommunity Detection	—Unverified	0
A new correlation clustering method for cancer mutation analysis	Jan 25, 2016	ClusteringCommunity Detection	—Unverified	0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process	Jun 28, 2022	Community DetectionLink Prediction	—Unverified	0
A Network Perspective on Stratification of Multi-Label Data	Apr 27, 2017	ClassificationCommunity 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