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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 261–270 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection for weighted bipartite networks	Sep 21, 2021	Community DetectionSociology	—Unverified	0	0
Exact Recovery of Community Structures Using DeepWalk and Node2vec	Jan 18, 2021	ClusteringCommunity Detection	—Unverified	0	0
Bias-Corrected Joint Spectral Embedding for Multilayer Networks with Invariant Subspace: Entrywise Eigenvector Perturbation and Inference	Jun 12, 2024	Community Detection	—Unverified	0	0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting	Mar 12, 2018	ClusteringCommunity Detection	—Unverified	0	0
A data-driven rutting depth short-time prediction model with metaheuristic optimization for asphalt pavements based on RIOHTrack	May 11, 2023	Community DetectionMetaheuristic Optimization	—Unverified	0	0
Consistency of Lloyd's Algorithm Under Perturbations	Sep 1, 2023	ClusteringCommunity Detection	—Unverified	0	0
Connectivity in Random Annulus Graphs and the Geometric Block Model	Apr 12, 2018	Community DetectionStochastic Block Model	—Unverified	0	0
Beyond the network of plants volatile organic compounds	Apr 26, 2017	Community Detection	—Unverified	0	0
Connected Subgraph Detection with Mirror Descent on SDPs	Aug 1, 2017	Community Detection	—Unverified	0	0
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks	Dec 21, 2023	BenchmarkingCommunity Detection	—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