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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 821–830 of 919 papers

Title	Date	Tasks	Status	Hype
Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters	Aug 13, 2017	ClusteringCommunity Detection	CodeCode Available	0
Embedding-based Silhouette Community Detection	Jul 17, 2019	ClusteringCommunity Detection	CodeCode Available	0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding	Apr 20, 2019	ClusteringCommunity Detection	CodeCode Available	0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary Process	Apr 28, 2022	AttributeCommunity Detection	CodeCode Available	0
An Unsupervised Approach to Discover Media Frames	Jun 1, 2022	ArticlesCommunity Detection	CodeCode Available	0
Investigating Annotator Bias with a Graph-Based Approach	Nov 1, 2020	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodel	Nov 9, 2020	ClusteringCommunity Detection	CodeCode Available	0
Ensemble Clustering for Graphs: Comparisons and Applications	Mar 19, 2019	Anomaly DetectionClustering	CodeCode Available	0
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available	0
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?	Nov 5, 2019	Community DetectionGraph Embedding	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