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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 731–740 of 919 papers

Title	Date	Tasks	Status	Hype
Leveraging Node Attributes for Incomplete Relational Data	Jun 14, 2017	Community DetectionLink Prediction	CodeCode Available	0
Diversified Top-k Partial MaxSAT Solving	May 31, 2017	Community Detection	—Unverified	0
Nonbacktracking Bounds on the Influence in Independent Cascade Models	May 24, 2017	Community Detection	—Unverified	0
Provable Estimation of the Number of Blocks in Block Models	May 24, 2017	ClusteringCommunity Detection	—Unverified	0
Supervised Community Detection with Line Graph Neural Networks	May 23, 2017	Community DetectionGraph Classification	CodeCode Available	0
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available	0
Data clustering with edge domination in complex networks	May 16, 2017	ClusteringCommunity Detection	—Unverified	0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting	May 5, 2017	Community Detection	—Unverified	0
A Network Perspective on Stratification of Multi-Label Data	Apr 27, 2017	ClassificationCommunity Detection	—Unverified	0
Beyond the network of plants volatile organic compounds	Apr 26, 2017	Community 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