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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 851–860 of 919 papers

Title	Date	Tasks	Status	Hype
Inference of hidden structures in complex physical systems by multi-scale clustering	Mar 5, 2015	ClusteringCombinatorial Optimization	—Unverified	0
Achieving Exact Cluster Recovery Threshold via Semidefinite Programming: Extensions	Feb 26, 2015	Community DetectionStochastic Block Model	—Unverified	0
Laplacian Mixture Modeling for Network Analysis and Unsupervised Learning on Graphs	Feb 3, 2015	ClusteringCommunity Detection	—Unverified	0
A Web-based Interactive Visual Graph Analytics Platform	Feb 2, 2015	Community DetectionDecision Making	—Unverified	0
Spectral Detection in the Censored Block Model	Jan 31, 2015	ClusteringCommunity Detection	—Unverified	0
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction	Jan 25, 2015	Community DetectionData Augmentation	—Unverified	0
Evaluating accuracy of community detection using the relative normalized mutual information	Jan 15, 2015	Community Detection	—Unverified	0
Median evidential c-means algorithm and its application to community detection	Jan 7, 2015	ClusteringCommunity Detection	—Unverified	0
A web-based tool to Analyze Semantic Similarity Networks	Dec 21, 2014	Community DetectionSemantic Similarity	—Unverified	0
Detecting Overlapping Communities in Networks Using Spectral Methods	Dec 10, 2014	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