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

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Showing 351–400 of 919 papers

TitleStatusHype
Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation—0
Exploiting Tradeoffs for Exact Recovery in Heterogeneous Stochastic Block Models—0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting—0
Exploring Sentence Community for Document-Level Event Extraction—0
Exposing Fake Images with Forensic Similarity Graphs—0
Graph-Community Detection for Cross-Document Topic Segment Relationship Identification—0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records—0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI—0
Graph Neural Networks for Multiparallel Word Alignment—0
An _p theory of PCA and spectral clustering—0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models—0
Community Detection for Heterogeneous Multiple Social Networks—0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process—0
Community Detection for Power Systems Network Aggregation Considering Renewable Variability—0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining—0
DCC: A Cascade based Approach to Detect Communities in Social Networks—0
Data-driven Influence Based Clustering of Dynamical Systems—0
Community Detection Graph Convolutional Network for Overlap-Aware Speaker Diarization—0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian—0
Federated Myopic Community Detection with One-shot Communication—0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing—0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing—0
Finding overlapping community from social networks based on community forest model—0
Finding structural hole spanners based on community forest model and diminishing marginal utility in large scale social networks—0
Machine learning to assess relatedness: the advantage of using firm-level data—0
Fitting networks with a cancellation trick—0
Graph-Based Approaches to Clustering Network-Constrained Trajectory Data—0
FluidC+: A novel community detection algorithm based on fluid propagation—0
Community Detection in General Hypergraph via Graph Embedding—0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal—0
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks—0
From Community Detection to Community Profiling—0
From Community Detection to Community Deception—0
From Free Text to Clusters of Content in Health Records: An Unsupervised Graph Partitioning Approach—0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology—0
From the User to the Medium: Neural Profiling Across Web Communities—0
Data-driven Clustering in Ad-hoc Networks based on Community Detection—0
Fundamental limits of community detection from multi-view data: multi-layer, dynamic and partially labeled block models—0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection—0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks—0
Gene communities in co-expression networks across different tissues—0
Generalized Category Discovery with Clustering Assignment Consistency—0
Generating Extractive Summaries of Scientific Paradigms—0
Community detection in multi-relational data with restricted multi-layer stochastic blockmodel—0
Data clustering with edge domination in complex networks—0
Bounded Projection Matrix Approximation with Applications to Community Detection—0
Geometric Graph Representation Learning via Maximizing Rate Reduction—0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks—0
Community detection in networks: Structural communities versus ground truth—0
Curvature-based Clustering on Graphs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified