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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 141–150 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Characterizing and comparing external measures for the assessment of cluster analysis and community detection	Feb 1, 2021	Community Detectiongraph partitioning	CodeCode Available	0	5
A Distributed Hybrid Community Detection Methodology for Social Networks	Aug 19, 2019	Community DetectionMarketing	CodeCode Available	0	5
Community detection with spiking neural networks for neuromorphic hardware	Nov 20, 2017	Community Detection	CodeCode Available	0	5
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity Detection	CodeCode Available	0	5
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available	0	5
Clique percolation method: memory efficient almost exact communities	Oct 4, 2021	Community Detection	CodeCode Available	0	5
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	0	5
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA Architectures	Nov 17, 2018	BenchmarkingClustering	CodeCode Available	0	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available	0	5

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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