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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 621–630 of 919 papers

Title	Date	Tasks	Status	Hype
A Fuzzy Community-Based Recommender System Using PageRank	Dec 18, 2018	Community DetectionRecommendation Systems	—Unverified	0
Higher-Order Spectral Clustering under Superimposed Stochastic Block Model	Dec 16, 2018	ClusteringCommunity Detection	—Unverified	0
Provable limitations of deep learning	Dec 16, 2018	Community DetectionDeep Learning	—Unverified	0
Community structure: A comparative evaluation of community detection methods	Dec 14, 2018	Community DetectionNavigate	—Unverified	0
Statement networks: a power structure narrative as depicted by newspapers	Dec 10, 2018	ArticlesCommunity Detection	CodeCode Available	0
Rank-one matrix estimation: analysis of algorithmic and information theoretic limits by the spatial coupling method	Dec 6, 2018	Community DetectionCompressive Sensing	—Unverified	0
From the User to the Medium: Neural Profiling Across Web Communities	Dec 3, 2018	ClusteringCommunity Detection	—Unverified	0
Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues	Dec 1, 2018	Bayesian InferenceCommunity Detection	—Unverified	0
Node Embedding with Adaptive Similarities for Scalable Learning over Graphs	Nov 27, 2018	ClusteringCommunity Detection	CodeCode Available	0
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA Architectures	Nov 17, 2018	BenchmarkingClustering	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