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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 711–720 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach	Feb 19, 2024	Community DetectionData Summarization	—Unverified	0	0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting	Mar 12, 2018	ClusteringCommunity Detection	—Unverified	0	0
Analyzing Modularity Maximization in Approximation, Heuristic, and Graph Neural Network Algorithms for Community Detection	Oct 17, 2023	Community DetectionGraph Neural Network	—Unverified	0	0
An Effective Index for Truss-based Community Search on Large Directed Graphs	Jan 19, 2024	Community DetectionCommunity Search	—Unverified	0	0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—Unverified	0	0
An _p theory of PCA and spectral clustering	Jun 24, 2020	ClusteringCommunity Detection	—Unverified	0	0
An Empirical Comparison of the Summarization Power of Graph Clustering Methods	Nov 21, 2015	ClusteringCommunity Detection	—Unverified	0	0
An Enhanced Multi-Objective Biogeography-Based Optimization for Overlapping Community Detection in Social Networks with Node Attributes	Nov 6, 2018	Community Detection	—Unverified	0	0
A network community detection method with integration of data from multiple layers and node attributes	May 22, 2023	Community Detection	—Unverified	0	0
A Network Perspective on Stratification of Multi-Label Data	Apr 27, 2017	ClassificationCommunity 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