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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 31–40 of 919 papers

Title	Date	Tasks	Status	Hype
Evaluating Node Embeddings of Complex Networks	Feb 16, 2021	Community DetectionGraph Embedding	CodeCode Available	1
Generative hypergraph clustering: from blockmodels to modularity	Jan 24, 2021	ClusteringCommunity Detection	CodeCode Available	1
Community detection using fast low-cardinality semidefinite programming	Dec 4, 2020	Community Detection	CodeCode Available	1
Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network	Nov 28, 2020	ClusteringCommunity Detection	CodeCode Available	1
Amortized Probabilistic Detection of Communities in Graphs	Oct 29, 2020	ClusteringCommunity Detection	CodeCode Available	1
Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix Factorization	Oct 3, 2020	Community DetectionLink Prediction	CodeCode Available	1
Community detection, pattern recognition, and hypergraph-based learning: approaches using metric geometry and persistent homology	Sep 29, 2020	Community Detection	CodeCode Available	1
Hierarchical Message-Passing Graph Neural Networks	Sep 8, 2020	Community DetectionGraph Neural Network	CodeCode Available	1
MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach	Aug 23, 2020	ClusteringCommunity Detection	CodeCode Available	1
IncNSA: Detecting communities incrementally from time-evolving networks based on node similarity	Jul 16, 2020	Community DetectionDynamic Community Detection	CodeCode Available	1

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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