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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 471–480 of 919 papers

Title	Date	Tasks	Status	Hype
Statistical inference of assortative community structures	Jun 25, 2020	Community DetectionModel Selection	—Unverified	0
Clustering with Tangles: Algorithmic Framework and Theoretical Guarantees	Jun 25, 2020	ClusteringCommunity Detection	CodeCode Available	1
An _p theory of PCA and spectral clustering	Jun 24, 2020	ClusteringCommunity Detection	—Unverified	0
Community-Based Data Integration of Course and Job Data in Support of Personalized Career-Education Recommendations	Jun 24, 2020	Community DetectionData Integration	—Unverified	0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey	Jun 21, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Strongly local p-norm-cut algorithms for semi-supervised learning and local graph clustering	Jun 15, 2020	ClusteringCommunity Detection	CodeCode Available	0
Performance in the Courtroom: Automated Processing and Visualization of Appeal Court Decisions in France	Jun 11, 2020	Community Detection	—Unverified	0
Interferometric Graph Transform: a Deep Unsupervised Graph Representation	Jun 10, 2020	Action RecognitionCommunity Detection	CodeCode Available	1
Graph Neural Network Encoding for Community Detection in Attribute Networks	Jun 6, 2020	AttributeCommunity Detection	CodeCode Available	0
Uncovering the mesoscale structure of the credit default swap market to improve portfolio risk modelling	Jun 4, 2020	Community DetectionTime Series Analysis	—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