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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 891–900 of 919 papers

Title	Date	Tasks	Status	Hype
Density-based Community Detection/Optimization	Apr 7, 2019	Community Detection	CodeCode Available	0
LSCPM: communities in massive real-world Link Streams by Clique Percolation Method	Aug 21, 2023	Community Detection	CodeCode Available	0
Machine-Learning Based Objective Function Selection for Community Detection	Mar 25, 2022	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity	Jun 22, 2021	ClusteringCommunity Detection	CodeCode Available	0
Generative models for local network community detection	Apr 12, 2018	Community DetectionLocal Community Detection	CodeCode Available	0
Genetic Analysis of Prostate Cancer with Computer Science Methods	Mar 28, 2023	Community DetectionTumour Classification	CodeCode Available	0
Characterizing and comparing external measures for the assessment of cluster analysis and community detection	Feb 1, 2021	Community Detectiongraph partitioning	CodeCode Available	0
Unsupervised Co-Learning on G-Manifolds Across Irreducible Representations	Dec 1, 2019	ClusteringCommunity Detection	CodeCode Available	0
Sentiment-Driven Community Detection in a Network of Perfume Preferences	Oct 24, 2024	Community DetectionGraph Clustering	CodeCode Available	0
Gossip and Attend: Context-Sensitive Graph Representation Learning	Mar 30, 2020	ClusteringCommunity Detection	CodeCode Available	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