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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 91–100 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Agglomerative Likelihood Clustering	Aug 2, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
An Unsupervised Approach to Discover Media Frames	Jun 1, 2022	ArticlesCommunity Detection	CodeCode Available	0	5
Unsupervised Community Detection with Modularity-Based Attention Model	May 20, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
Community Detection in the Stochastic Block Model by Mixed Integer Programming	Jan 26, 2021	Community DetectionStochastic Block Model	CodeCode Available	0	5
Density-based Community Detection/Optimization	Apr 7, 2019	Community Detection	CodeCode Available	0	5
A Spectral Method for Joint Community Detection and Orthogonal Group Synchronization	Dec 25, 2021	Community Detection	CodeCode Available	0	5
Assortative-Constrained Stochastic Block Models	Apr 21, 2020	Community DetectionStochastic Block Model	CodeCode Available	0	5
Detecting community structure using label propagation with weighted coherent neighborhood propinquity	Jul 15, 2013	Community Detection	CodeCode Available	0	5
Community detection using diffusion information	Jan 23, 2018	Community Detection	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