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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 681–690 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Community Detection and Graph Neural Network Based Link Prediction Approach for Scientific Literature	Jan 4, 2024	Community DetectionGraph Neural Network	—Unverified	0	0
A Comprehensive Review of Community Detection in Graphs	Sep 21, 2023	Community DetectionSociology	—Unverified	0	0
A Comprehensive Survey on Community Detection with Deep Learning	May 26, 2021	ClusteringCommunity Detection	—Unverified	0	0
A Compressive Sensing Approach to Community Detection with Applications	Aug 30, 2017	ClusteringCommunity Detection	—Unverified	0	0
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection	Feb 23, 2023	Community DetectionRepresentation Learning	—Unverified	0	0
A cost-based multi-layer network approach for the discovery of patient phenotypes	Sep 19, 2022	Community Detection	—Unverified	0	0
Active Community Detection with Maximal Expected Model Change	Jan 11, 2018	Active LearningCommunity Detection	—Unverified	0	0
Active Learning for Community Detection in Stochastic Block Models	May 8, 2016	Active LearningBenchmarking	—Unverified	0	0
Active learning in the geometric block model	Nov 15, 2019	Active LearningCommunity Detection	—Unverified	0	0
A data-driven rutting depth short-time prediction model with metaheuristic optimization for asphalt pavements based on RIOHTrack	May 11, 2023	Community DetectionMetaheuristic Optimization	—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