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 751–800 of 919 papers

TitleStatusHype
Font Size: Community Preserving Network EmbeddingCode0
Disentangling group and link persistence in Dynamic Stochastic Block models—0
From Community Detection to Community Profiling—0
Improving Coarsening Schemes for Hypergraph Partitioning by Exploiting Community StructureCode0
Network Visualisations for Exploring Political Concepts—0
Finding overlapping community from social networks based on community forest model—0
IEDC: An Integrated Approach for Overlapping and Non-overlapping Community Detection—0
Segmentation of large images based on super-pixels and community detection in graphs—0
Statistical and Computational Guarantees of Lloyd's Algorithm and its Variants—0
MCMC Louvain for Online Community Detection—0
Dynamic change-point detection using similarity networks—0
Unsupervised Learning from Noisy Networks with Applications to Hi-C Data—0
Community Detection on Evolving Graphs—0
Achieving the KS threshold in the general stochastic block model with linearized acyclic belief propagation—0
Exploiting Tradeoffs for Exact Recovery in Heterogeneous Stochastic Block Models—0
Query Translation for Cross-Language Information Retrieval using Multilingual Word Clusters—0
Non-Negative Matrix Factorizations for Multiplex Network Analysis—0
Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation—0
Multiple-View Spectral Clustering for Group-wise Functional Community Detection—0
A Semidefinite Program for Structured Blockmodels—0
The NOESIS Network-Oriented Exploration, Simulation, and Induction System—0
The Power of Side-information in Subgraph Detection—0
Spectral community detection in heterogeneous large networks—0
Fault Detection Engine in Intelligent Predictive Analytics Platform for DCIMCode0
Message-passing algorithms for synchronization problems over compact groups—0
Spectral Inference Methods on Sparse Graphs: Theory and Applications—0
Algorithms for item categorization based on ordinal ranking data—0
MPI-FAUN: An MPI-Based Framework for Alternating-Updating Nonnegative Matrix FactorizationCode0
Community detection in weighted brain connectivity networks beyond the resolution limit—0
Robust Spectral Detection of Global Structures in the Data by Learning a Regularization—0
Non-Backtracking Spectrum of Degree-Corrected Stochastic Block Models—0
From Community Detection to Community Deception—0
Clustering and Community Detection with Imbalanced Clusters—0
The ground truth about metadata and community detection in networks—0
Community Detection in Political Twitter Networks using Nonnegative Matrix Factorization Methods—0
Improving Twitter Community Detection through Contextual Sentiment Analysis—0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization—0
Community detection in networks: A user guideCode0
Semi-supervised evidential label propagation algorithm for graph data—0
Community Detection in Degree-Corrected Block Models—0
Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering—0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection—0
Covariate Regularized Community Detection in Sparse GraphsCode0
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large GraphsCode1
Mutual information for symmetric rank-one matrix estimation: A proof of the replica formula—0
Evidential Label Propagation Algorithm for Graphs—0
Graph-Community Detection for Cross-Document Topic Segment Relationship Identification—0
On clustering network-valued dataCode0
How is a data-driven approach better than random choice in label space division for multi-label classification?—0
Orthogonal symmetric non-negative matrix factorization under the stochastic block model—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