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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 351–360 of 919 papers

Title	Date	Tasks	Status	Hype
Vaccine skepticism detection by network embedding	Oct 20, 2021	Community DetectionNetwork Embedding	CodeCode Available	0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science	Oct 16, 2021	Community Detection	—Unverified	0
Incremental Community Detection in Distributed Dynamic Graph	Oct 12, 2021	ClusteringCommunity Detection	—Unverified	0
Robustness modularity in complex networks	Oct 5, 2021	Community Detection	CodeCode Available	0
Clique percolation method: memory efficient almost exact communities	Oct 4, 2021	Community Detection	CodeCode Available	0
Sentiment and structure in word co-occurrence networks on Twitter	Oct 1, 2021	Community Detection	—Unverified	0
A useful criterion on studying consistent estimation in community detection	Sep 30, 2021	Community DetectionStochastic Block Model	—Unverified	0
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
Chaining Data - A Novel Paradigm in Artificial Intelligence Exemplified with NMF based Clustering	Sep 29, 2021	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