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 376–400 of 919 papers

TitleStatusHype
International Trade Network: Country centrality and COVID-19 pandemic—0
Scalable Community Detection via Parallel Correlation ClusteringCode0
The Hyperspherical Geometry of Community Detection: Modularity as a DistanceCode0
Subspace Clustering Based Analysis of Neural NetworksCode0
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticityCode0
A Deep Latent Space Model for Graph Representation LearningCode0
Spectral goodness-of-fit tests for complete and partial network dataCode0
Federated Myopic Community Detection with One-shot Communication—0
Streaming Belief Propagation for Community Detection—0
Identifying Linked Fraudulent Activities Using GraphConvolution Network—0
Low-Rank Projections of GCNs Laplacian—0
A Comprehensive Survey on Community Detection with Deep Learning—0
Topic Modeling and Progression of American Digital News Media During the Onset of the COVID-19 Pandemic—0
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks—0
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research—0
Joint Community Detection and Rotational Synchronization via Semidefinite ProgrammingCode0
Memory-aware framework for fast and scalable second-order random walk over billion-edge natural graphs—0
Semidefinite Programming for Community Detection with Side InformationCode0
Improving Community Detection Performance in Heterogeneous Music Network by Learning Edge-type Usefulness Distribution—0
Tail-Net: Extracting Lowest Singular Triplets for Big Data Applications—0
Vec2GC -- A Graph Based Clustering Method for Text RepresentationsCode0
Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data—0
Mining Trends of COVID-19 Vaccine Beliefs on Twitter with Lexical Embeddings—0
Community Detection in General Hypergraph via Graph Embedding—0
Term-community-based topic detection with variable resolution—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