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 351375 of 919 papers

TitleStatusHype
Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation0
Exploiting Tradeoffs for Exact Recovery in Heterogeneous Stochastic Block Models0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting0
Exploring Sentence Community for Document-Level Event Extraction0
Exposing Fake Images with Forensic Similarity Graphs0
Fundamental limits of community detection from multi-view data: multi-layer, dynamic and partially labeled block models0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI0
An _p theory of PCA and spectral clustering0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models0
Community Detection for Heterogeneous Multiple Social Networks0
Fast Community Detection based on Graph Autoencoder Reconstruction0
Community Detection for Power Systems Network Aggregation Considering Renewable Variability0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining0
DCC: A Cascade based Approach to Detect Communities in Social Networks0
Data-driven Influence Based Clustering of Dynamical Systems0
Community Detection Graph Convolutional Network for Overlap-Aware Speaker Diarization0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian0
Federated Myopic Community Detection with One-shot Communication0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing0
Finding overlapping community from social networks based on community forest model0
Finding structural hole spanners based on community forest model and diminishing marginal utility in large scale social networks0
Data-driven Clustering in Ad-hoc Networks based on Community Detection0
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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