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 201–225 of 919 papers

Title	Date	Tasks	Status	Score
A Structural-Clustering Based Active Learning for Graph Neural Networks	Dec 7, 2023	Active LearningClustering	CodeCode Available	5
Modularity Based Community Detection in Hypergraphs	Jun 25, 2024	Bayesian OptimizationCommunity Detection	CodeCode Available	5
Community detection in networks without observing edges	Aug 18, 2018	Community Detection	CodeCode Available	5
MPI-FAUN: An MPI-Based Framework for Alternating-Updating Nonnegative Matrix Factorization	Sep 28, 2016	Community Detection	CodeCode Available	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	5
A Deep Latent Space Model for Graph Representation Learning	Jun 22, 2021	Community DetectionDecoder	CodeCode Available	5
Non-Convex Exact Community Recovery in Stochastic Block Model	Jun 29, 2020	Community DetectionStochastic Block Model	CodeCode Available	5
Normalized mutual information is a biased measure for classification and community detection	Jul 3, 2023	Community Detection	CodeCode Available	5
On Graph Neural Networks versus Graph-Augmented MLPs	Oct 28, 2020	Community DetectionIsomorphism Testing	CodeCode Available	5
Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian	Jun 3, 2020	Community DetectionStochastic Block Model	CodeCode Available	5
Online Tensor Methods for Learning Latent Variable Models	Sep 3, 2013	ArticlesCommunity Detection	CodeCode Available	5
On semidefinite relaxations for the block model	Jun 21, 2014	Community DetectionGraphon Estimation	CodeCode Available	5
Overlapping community detection in networks based on link partitioning and partitioning around medoids	Jul 20, 2019	Community Detection	CodeCode Available	5
Community Detection in the Stochastic Block Model by Mixed Integer Programming	Jan 26, 2021	Community DetectionStochastic Block Model	CodeCode Available	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	5
Community Detection in Weighted Multilayer Networks with Ambient Noise	Feb 24, 2021	Community DetectionVariational Inference	CodeCode Available	5
Block-Structure Based Time-Series Models For Graph Sequences	Apr 24, 2018	Community DetectionTime Series	CodeCode Available	5
Perfect Spectral Clustering with Discrete Covariates	May 17, 2022	ClusteringCommunity Detection	CodeCode Available	5
Community detection over a heterogeneous population of non-aligned networks	Apr 4, 2019	ClusteringCommunity Detection	CodeCode Available	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
Community detection using diffusion information	Jan 23, 2018	Community Detection	CodeCode Available	5
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	5
Community detection with spiking neural networks for neuromorphic hardware	Nov 20, 2017	Community Detection	CodeCode Available	5
PRUNE: Preserving Proximity and Global Ranking for Network Embedding	Dec 1, 2017	Community DetectionGeneral Classification	CodeCode Available	5
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	5

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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