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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 321–330 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community Detection in Political Twitter Networks using Nonnegative Matrix Factorization Methods	Aug 5, 2016	ClusteringCommunity Detection	—Unverified	0	0
A Survey on Signed Graph Embedding: Methods and Applications	Sep 5, 2024	Community DetectionGraph Embedding	—Unverified	0	0
Algorithms for item categorization based on ordinal ranking data	Sep 29, 2016	Community DetectionStochastic Block Model	—Unverified	0	0
A cost-based multi-layer network approach for the discovery of patient phenotypes	Sep 19, 2022	Community Detection	—Unverified	0	0
A Boosting Approach to Learning Graph Representations	Jan 14, 2014	Community DetectionRelational Reasoning	—Unverified	0	0
Community Detection in Partially Observable Social Networks	Dec 30, 2017	Community Detection	—Unverified	0	0
Community detection in node-attributed social networks: a survey	Dec 20, 2019	Community DetectionSurvey	—Unverified	0	0
Community Detection in Networks with Node Features	Sep 3, 2015	Community Detection	—Unverified	0	0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning	Jan 3, 2021	Community Detection	—Unverified	0	0
Algorithmic infeasibility of community detection in higher-order networks	Oct 24, 2017	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