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 601625 of 919 papers

TitleStatusHype
Inference of hidden structures in complex physical systems by multi-scale clustering0
Inference via Message Passing on Partially Labeled Stochastic Block Models0
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction0
Information Retrieval and Extraction on COVID-19 Clinical Articles Using Graph Community Detection and Bio-BERT Embeddings0
Information-theoretic Limits for Community Detection in Network Models0
Information Theoretic Limits of Exact Recovery in Sub-hypergraph Models for Community Detection0
Integration of graph clustering with ant colony optimization for feature selection0
Intelligent Anti-Money Laundering Solution Based upon Novel Community Detection in Massive Transaction Networks on Spark0
International Trade Network: Country centrality and COVID-19 pandemic0
Introducing the modularity graph: an application to brain functional networks0
Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels?0
Investigating internal migration with network analysis and latent space representations: An application to Turkey0
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware0
Joint community and anomaly tracking in dynamic networks0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science0
KAN KAN Buff Signed Graph Neural Networks?0
Kernel k-Groups via Hartigan's Method0
Knowledge Graph semantic enhancement of input data for improving AI0
Laplacian Mixture Modeling for Network Analysis and Unsupervised Learning on Graphs0
Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining0
Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data0
Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks0
Latent heterogeneous multilayer community detection0
Leaders, Followers, and 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