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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 481–490 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Pair-Matching: Links Prediction with Adaptive Queries	May 17, 2019	Community DetectionPrediction	—Unverified	0	0
Pairwise Covariates-adjusted Block Model for Community Detection	Jul 10, 2018	ClusteringCommunity Detection	—Unverified	0	0
Parallel Protein Community Detection in Large-scale PPI Networks Based on Multi-source Learning	Oct 17, 2018	Cloud ComputingCommunity Detection	—Unverified	0	0
Partial recovery and weak consistency in the non-uniform hypergraph Stochastic Block Model	Dec 22, 2021	Community DetectionStochastic Block Model	—Unverified	0	0
Partial Recovery Bounds for the Sparse Stochastic Block Model	Feb 2, 2016	Community DetectionStochastic Block Model	—Unverified	0	0
Partition-Merge: Distributed Inference and Modularity Optimization	Sep 24, 2013	Community Detection	—Unverified	0	0
Pay Attention to Relations: Multi-embeddings for Attributed Multiplex Networks	Mar 3, 2022	Community DetectionLink Prediction	—Unverified	0	0
Performance in the Courtroom: Automated Processing and Visualization of Appeal Court Decisions in France	Jun 11, 2020	Community Detection	—Unverified	0	0
Performance of a community detection algorithm based on semidefinite programming	Mar 30, 2016	Community DetectionStochastic Block Model	—Unverified	0	0
Perturbation Analysis of Randomized SVD and its Applications to Statistics	Mar 19, 2022	Community DetectionMatrix Completion	—Unverified	0	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