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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 521–530 of 919 papers

Title	Date	Tasks	Status	Hype
Adversarial Attack on Community Detection by Hiding Individuals	Jan 22, 2020	Adversarial AttackCommunity Detection	CodeCode Available	1
Graph Generators: State of the Art and Open Challenges	Jan 22, 2020	Community DetectionGraph Generation	—Unverified	0
Fast Sequence-Based Embedding with Diffusion Graphs	Jan 21, 2020	ClusteringCommunity Detection	CodeCode Available	1
Randomized Spectral Clustering in Large-Scale Stochastic Block Models	Jan 20, 2020	ClusteringCommunity Detection	—Unverified	0
Graph Ordering: Towards the Optimal by Learning	Jan 18, 2020	Combinatorial OptimizationCommunity Detection	—Unverified	0
ShapeVis: High-dimensional Data Visualization at Scale	Jan 15, 2020	Community DetectionData Visualization	—Unverified	0
Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure	Jan 14, 2020	Community Detection	CodeCode Available	1
Visual Machine Learning: Insight through Eigenvectors, Chladni patterns and community detection in 2D particulate structures	Jan 2, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding.	Jan 1, 2020	ClusteringCommunity Detection	CodeCode Available	1
On hyperparameter tuning in general clustering problemsm	Jan 1, 2020	ClusteringCommunity Detection	—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