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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 441–450 of 919 papers

Title	Date	Tasks	Status	Hype
Community detection in networks using graph embeddings	Sep 11, 2020	ClusteringCommunity Detection	—Unverified	0
Hierarchical Message-Passing Graph Neural Networks	Sep 8, 2020	Community DetectionGraph Neural Network	CodeCode Available	1
Efficient Personalized Community Detection via Genetic Evolution	Sep 6, 2020	Community DetectionLink Prediction	—Unverified	0
Detecting User Community in Sparse Domain via Cross-Graph Pairwise Learning	Sep 6, 2020	Community Detection	—Unverified	0
Online Estimation and Community Detection of Network Point Processes for Event Streams	Sep 3, 2020	Community DetectionOnline Community Detection	CodeCode Available	0
Exact Recovery of Community Detection in k-Community Gaussian Mixture Model	Aug 29, 2020	Community Detection	—Unverified	0
Community-Aware Graph Signal Processing	Aug 24, 2020	Community DetectionDenoising	—Unverified	0
MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach	Aug 23, 2020	ClusteringCommunity Detection	CodeCode Available	1
TopicBERT: A Transformer transfer learning based memory-graph approach for multimodal streaming social media topic detection	Aug 16, 2020	Community DetectionGraph Mining	—Unverified	0
Improving Smart Conference Participation through Socially-Aware Recommendation	Aug 9, 2020	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