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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 511–520 of 919 papers

Title	Date	Tasks	Status	Hype
Parameterized Correlation Clustering in Hypergraphs and Bipartite Graphs	Feb 21, 2020	ClusteringCommunity Detection	CodeCode Available	0
Network Clustering Via Kernel-ARMA Modeling and the Grassmannian The Brain-Network Case	Feb 18, 2020	ClusteringCommunity Detection	—Unverified	0
LoCEC: Local Community-based Edge Classification in Large Online Social Networks	Feb 11, 2020	ClassificationCommunity Detection	—Unverified	0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition	Feb 10, 2020	Community DetectionStochastic Block Model	—Unverified	0
Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing	Feb 9, 2020	Community Detection	—Unverified	0
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology	Feb 5, 2020	ClusteringCommunity Detection	—Unverified	0
Simultaneous prediction and community detection for networks with application to neuroimaging	Feb 5, 2020	ClusteringCommunity Detection	CodeCode Available	0
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding	Feb 1, 2020	Community DetectionGraph Embedding	CodeCode Available	1
Graph Neighborhood Attentive Pooling	Jan 28, 2020	ClusteringCommunity Detection	CodeCode Available	0
Community Detection in Bipartite Networks with Stochastic Blockmodels	Jan 22, 2020	Community DetectionStochastic Block Model	CodeCode Available	1

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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