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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 526–550 of 919 papers

TitleStatusHype
Fast Community Detection based on Graph Autoencoder Reconstruction—0
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders—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
FluidC+: A novel community detection algorithm based on fluid propagation—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
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
Geometric Graph Representation Learning via Maximizing Rate Reduction—0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks—0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization—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