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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 571–580 of 919 papers

Title	Date	Tasks	Status	Hype
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation	Sep 21, 2019	Community Detection	—Unverified	0
Modular structure in labour networks reveals skill basins	Sep 8, 2019	Community Detection	—Unverified	0
Graph-based data clustering via multiscale community detection	Sep 6, 2019	ClusteringCommunity Detection	—Unverified	0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records	Aug 31, 2019	ClusteringCommunity Detection	—Unverified	0
A new measure of modularity density for community detection	Aug 22, 2019	Community Detection	—Unverified	0
A Distributed Hybrid Community Detection Methodology for Social Networks	Aug 19, 2019	Community DetectionMarketing	CodeCode Available	0
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	0
Agglomerative Likelihood Clustering	Aug 2, 2019	ClusteringCommunity Detection	CodeCode Available	0
Improved mutual information measure for classification and community detection	Jul 29, 2019	ClassificationCommunity Detection	—Unverified	0
Overlapping community detection in networks based on link partitioning and partitioning around medoids	Jul 20, 2019	Community Detection	CodeCode Available	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