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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 261–270 of 919 papers

Title	Date	Tasks	Status	Hype
Detecting Overlapping Communities in Networks Using Spectral Methods	Dec 10, 2014	ClusteringCommunity Detection	—Unverified	0
Detecting Dynamic Community Structure in Functional Brain Networks Across Individuals: A Multilayer Approach	Apr 9, 2020	Community DetectionStochastic Block Model	—Unverified	0
A Network Perspective on Stratification of Multi-Label Data	Apr 27, 2017	ClassificationCommunity Detection	—Unverified	0
Detecting Local Community Structures in Social Networks Using Concept Interestingness	Feb 5, 2019	Community Detection	—Unverified	0
Characterizing functional brain networks and emotional centers based on Rasa theory of Indian aesthetics	Sep 14, 2018	Community DetectionEEG	—Unverified	0
Achieving Optimal Misclassification Proportion in Stochastic Block Model	May 14, 2015	Community Detectionmodel	—Unverified	0
Detecting local processing unit in drosophila brain by using network theory	Dec 28, 2015	Community Detection	—Unverified	0
Detecting User Community in Sparse Domain via Cross-Graph Pairwise Learning	Sep 6, 2020	Community Detection	—Unverified	0
Differentially Private Community Detection for Stochastic Block Models	Jan 31, 2022	Community DetectionComputational Efficiency	—Unverified	0
A network community detection method with integration of data from multiple layers and node attributes	May 22, 2023	Community 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