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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 361–370 of 919 papers

Title	Date	Tasks	Status	Hype
Topic Modeling and Progression of American Digital News Media During the Onset of the COVID-19 Pandemic	May 25, 2021	ArticlesCommunity Detection	—Unverified	0
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks	May 24, 2021	AttributeCommunity Detection	—Unverified	0
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research	May 13, 2021	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Joint Community Detection and Rotational Synchronization via Semidefinite Programming	May 13, 2021	Community DetectionStochastic Block Model	CodeCode Available	0
Memory-aware framework for fast and scalable second-order random walk over billion-edge natural graphs	May 7, 2021	Community DetectionGraph Embedding	—Unverified	0
Semidefinite Programming for Community Detection with Side Information	May 6, 2021	Community Detection	CodeCode Available	0
Improving Community Detection Performance in Heterogeneous Music Network by Learning Edge-type Usefulness Distribution	May 3, 2021	Community DetectionMusic Recommendation	—Unverified	0
Tail-Net: Extracting Lowest Singular Triplets for Big Data Applications	Apr 28, 2021	ClusteringCommunity Detection	—Unverified	0
Vec2GC -- A Graph Based Clustering Method for Text Representations	Apr 15, 2021	ClusteringCommunity Detection	CodeCode Available	0
Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data	Apr 9, 2021	Causal DiscoveryCausal Inference	—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