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 901–919 of 919 papers

TitleStatusHype
Edge Augmentation on Disconnected Graphs via Eigenvalue Elevation—0
Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results—0
Effective Resistance-based Germination of Seed Sets for Community Detection—0
Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning—0
Efficient Minimax Signal Detection on Graphs—0
Efficient Personalized Community Detection via Genetic Evolution—0
Enhancing Community Detection in Networks: A Comparative Analysis of Local Metrics and Hierarchical Algorithms—0
Enhancing Scalability of Optimal Kron-based Reduction of Networks (Opti-KRON) via Decomposition with Community Detection—0
Ensemble approaches for improving community detection methods—0
Entropic Spectral Learning for Large-Scale Graphs—0
Estimating mixed memberships in multi-layer networks—0
Estimating Mixed-Memberships Using the Symmetric Laplacian Inverse Matrix—0
Estimating Mixed Memberships with Sharp Eigenvector Deviations—0
Consistency of regularized spectral clustering in degree-corrected mixed membership model—0
Estimating the number of communities in networks by spectral methods—0
Estimation of Number of Communities in Assortative Sparse Networks—0
Evaluating accuracy of community detection using the relative normalized mutual information—0
Evaluating Community Detection Algorithms for Progressively Evolving Graphs—0
Evaluating the effect of topic consideration in identifying communities of rating-based social networks—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