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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 421–430 of 919 papers

Title	Date	Tasks	Status	Hype
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel	Nov 12, 2020	ClusteringCommunity Detection	—Unverified	0
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodel	Nov 9, 2020	ClusteringCommunity Detection	CodeCode Available	0
Robustness of Community Detection to Random Geometric Perturbations	Nov 9, 2020	Community DetectionStochastic Block Model	—Unverified	0
Community Detection by Principal Components Clustering Methods	Nov 9, 2020	ClusteringCommunity Detection	—Unverified	0
Dual regularized Laplacian spectral clustering methods on community detection	Nov 9, 2020	ClusteringCommunity Detection	—Unverified	0
Phylogenetic reconstruction of the cultural evolution of electronic music via dynamic community detection (1975-1999)	Nov 4, 2020	Community DetectionCultural Vocal Bursts Intensity Prediction	CodeCode Available	0
Dynamic Community Detection into Analyzing of Wildfires Events	Nov 2, 2020	Community DetectionDynamic Community Detection	—Unverified	0
Investigating Annotator Bias with a Graph-Based Approach	Nov 1, 2020	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions	Nov 1, 2020	Community Detection	—Unverified	0
Fast Network Community Detection with Profile-Pseudo Likelihood Methods	Nov 1, 2020	Community DetectionStochastic Block Model	CodeCode Available	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