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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 331–340 of 919 papers

Title	Date	Tasks	Status	Hype
LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL	Sep 29, 2021	Community DetectionGraph Neural Network	—Unverified	0
Quantifying the Controllability of Coarsely Characterized Networked Dynamical Systems	Sep 29, 2021	Community DetectionStochastic Block Model	—Unverified	0
A Deep Latent Space Model for Directed Graph Representation Learning	Sep 29, 2021	Community DetectionGraph Representation Learning	—Unverified	0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science	Sep 24, 2021	Community Detection	—Unverified	0
Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe Approach	Sep 23, 2021	Community Detection	CodeCode Available	0
Community detection for weighted bipartite networks	Sep 21, 2021	Community DetectionSociology	—Unverified	0
Reconstruction on Trees and Low-Degree Polynomials	Sep 14, 2021	Community Detectionregression	—Unverified	0
Popularity Adjusted Block Models are Generalized Random Dot Product Graphs	Sep 9, 2021	ClusteringCommunity Detection	CodeCode Available	0
ABCDE: Approximating Betweenness-Centrality ranking with progressive-DropEdge	Sep 6, 2021	Approximating Betweenness-Centrality rankingCommunity Detection	CodeCode Available	0
Providing an Approach to Predicting Customer Quality in E-Commerce Social Networks Based on Big Data and Unsupervised Learning Method	Sep 5, 2021	Community DetectionMarketing	—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