SOTAVerified

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

Showing 376400 of 919 papers

TitleStatusHype
Fitting networks with a cancellation trick0
Fast Community Detection based on Graph Autoencoder Reconstruction0
FluidC+: A novel community detection algorithm based on fluid propagation0
Community Detection for Power Systems Network Aggregation Considering Renewable Variability0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models0
Community Detection for Heterogeneous Multiple Social Networks0
From Community Detection to Community Profiling0
Fair Information Spread on Social Networks with Community Structure0
From Free Text to Clusters of Content in Health Records: An Unsupervised Graph Partitioning Approach0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology0
From the User to the Medium: Neural Profiling Across Web Communities0
Community Detection for Contextual-LSBM: Theoretical Limitations of Misclassification Rate and Efficient Algorithms0
A Generative Model for Dynamic Networks with Applications0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI0
Generalized Category Discovery with Clustering Assignment Consistency0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records0
Community Detection: Exact Recovery in Weighted Graphs0
Exposing Fake Images with Forensic Similarity Graphs0
Community detection by spectral methods in multi-layer networks0
A Random Matrix Perspective on Random Tensors0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks0
Exploring Sentence Community for Document-Level Event Extraction0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2Unverified
2CommunityGANF1-score0.09Unverified
3Ego-SplittingF1-score0.04Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42Unverified
2CDNMFNMI0.4Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67Unverified