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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 581–590 of 919 papers

Title	Date	Tasks	Status	Hype
Embedding-based Silhouette Community Detection	Jul 17, 2019	ClusteringCommunity Detection	CodeCode Available	0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors	Jul 9, 2019	AstronomyClustering	—Unverified	0
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified	0
From Node Embedding To Community Embedding : A Hyperbolic Approach	Jul 2, 2019	Community DetectionGraph Embedding	CodeCode Available	0
Simplex2Vec embeddings for community detection in simplicial complexes	Jun 21, 2019	ClusteringCommunity Detection	—Unverified	0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI	Jun 19, 2019	Community DetectionFunctional Connectivity	—Unverified	0
vGraph: A Generative Model for Joint Community Detection and Node Representation Learning	Jun 18, 2019	Community DetectionRepresentation Learning	CodeCode Available	0
Position-aware Graph Neural Networks	Jun 11, 2019	Community DetectionGraph Neural Network	CodeCode Available	0
Unsupervised Co-Learning on G-Manifolds Across Irreducible Representations	Jun 6, 2019	Community Detection	CodeCode Available	0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian	Jun 5, 2019	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