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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 601–610 of 919 papers

Title	Date	Tasks	Status	Hype
Neighbor Similarity Based Agglomerative Method for Community Detection in Networks	May 2, 2019	Community DetectionGraph Clustering	—Unverified	0
Learning higher-order sequential structure with cloned HMMs	May 1, 2019	Community DetectionLanguage Modeling	—Unverified	0
Spectral partitioning of time-varying networks with unobserved edges	Apr 26, 2019	Community Detection	—Unverified	0
FluidC+: A novel community detection algorithm based on fluid propagation	Apr 26, 2019	Community Detection	—Unverified	0
Community Detection and Growth Potential Prediction from Patent Citation Networks	Apr 23, 2019	ClusteringCommunity Detection	—Unverified	0
Community Detection and Growth Potential Prediction Using the Stochastic Block Model and the Long Short-term Memory from Patent Citation Networks	Apr 23, 2019	ClusteringCommunity Detection	—Unverified	0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding	Apr 20, 2019	ClusteringCommunity Detection	CodeCode Available	0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing	Apr 14, 2019	ClusteringCommunity Detection	—Unverified	0
Community detection in the sparse hypergraph stochastic block model	Apr 11, 2019	Community DetectionStochastic Block Model	—Unverified	0
Density-based Community Detection/Optimization	Apr 7, 2019	Community Detection	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