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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 561–570 of 919 papers

Title	Date	Tasks	Status	Hype
A Unified Framework for Tuning Hyperparameters in Clustering Problems	Oct 17, 2019	ClusteringCommunity Detection	—Unverified	0
An adaptive hybrid algorithm for social networks to choose groups with independent members	Oct 4, 2019	Community Detection	—Unverified	0
Complex networks based word embeddings	Oct 3, 2019	Community DetectionWord Embeddings	—Unverified	0
A new method for quantifying network cyclic structure to improve community detection	Oct 2, 2019	Community Detection	—Unverified	0
Overlapping Community Detection with Graph Neural Networks	Sep 26, 2019	Community DetectionGraph Neural Network	CodeCode Available	0
PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions	Sep 25, 2019	Community DetectionGraph Embedding	—Unverified	0
The Power of Communities: A Text Classification Model with Automated Labeling Process Using Network Community Detection	Sep 25, 2019	ArticlesClassification	—Unverified	0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better	Sep 23, 2019	Community Detection	—Unverified	0
Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks	Sep 23, 2019	Community DetectionEnsemble Learning	—Unverified	0
Community Detection and Improved Detectability in Multiplex Networks	Sep 23, 2019	Community DetectionStochastic Block Model	—Unverified	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