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 401–450 of 919 papers

TitleStatusHype
TeCoMiner: Topic Discovery Through Term Community Detection—0
The Automatic Quasi-clique Merger algorithm (AQCM)—0
Recurrent Graph Neural Network Algorithm for Unsupervised Network Community DetectionCode0
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block ModelCode0
Community Detection in Weighted Multilayer Networks with Ambient NoiseCode0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding—0
GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more—0
Hide and Seek: Outwitting Community Detection AlgorithmsCode0
Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics—0
Local Hyper-Flow DiffusionCode0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
Community Detection: Exact Recovery in Weighted Graphs—0
Overcoming Bias in Community Detection Evaluation—0
Community Detection with a Subsampled Semidefinite Program—0
Characterizing and comparing external measures for the assessment of cluster analysis and community detectionCode0
Information Theoretic Limits of Exact Recovery in Sub-hypergraph Models for Community Detection—0
Community Detection in the Stochastic Block Model by Mixed Integer ProgrammingCode0
Synwalk -- Community Detection via Random Walk ModellingCode0
Exact Recovery of Community Structures Using DeepWalk and Node2vec—0
A multilevel clustering technique for community detection—0
Informative core identification in complex networksCode0
Overlapping Community Detection in Temporal Text Networks—0
Variational Embeddings for Community Detection and Node RepresentationCode0
Disentangling homophily, community structure and triadic closure in networks—0
Zombie Account Detection Based on Community Detection and Uneven Assignation PageRank—0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning—0
Modularity maximisation for graphonsCode0
VECoDeR - Variational Embeddings for Community Detection and Node Representation—0
Estimation of Number of Communities in Assortative Sparse Networks—0
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks—0
Estimating Mixed-Memberships Using the Symmetric Laplacian Inverse Matrix—0
Understanding graph embedding methods and their applications—0
Mixed-SCORE+ for mixed membership community detection—0
Spectral clustering via adaptive layer aggregation for multi-layer networks—0
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware—0
Unsupervised Adversarially-Robust Representation Learning on Graphs—0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks—0
Mixed Membership Graph Clustering via Systematic Edge QueryCode0
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem—0
Consistency of regularized spectral clustering in degree-corrected mixed membership model—0
Sparsity-aware Robust Community Detection(SPARCODE)Code0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity—0
Community detection in network neuroscience—0
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel—0
Robustness of Community Detection to Random Geometric Perturbations—0
Community Detection by Principal Components Clustering Methods—0
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodelCode0
Dual regularized Laplacian spectral clustering methods on community detection—0
Phylogenetic reconstruction of the cultural evolution of electronic music via dynamic community detection (1975-1999)Code0
Dynamic Community Detection into Analyzing of Wildfires Events—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