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 201–250 of 919 papers

TitleStatusHype
Community detection in networks using graph embeddings—0
Community detection in networks via nonlinear modularity eigenvectors—0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning—0
Community Detection in Networks with Node Features—0
A new method for quantifying network cyclic structure to improve community detection—0
Community Detection in Partially Observable Social Networks—0
Community Detection in Political Twitter Networks using Nonnegative Matrix Factorization Methods—0
Community detection in sparse latent space models—0
Community Detection in Sparse Random Networks—0
A Survey on Theoretical Advances of Community Detection in Networks—0
Community Detection in the Hypergraph SBM: Exact Recovery Given the Similarity Matrix—0
Community Detection in the Multi-View Stochastic Block Model—0
Community detection in the sparse hypergraph stochastic block model—0
A testing based extraction algorithm for identifying significant communities in networks—0
Community detection in weighted brain connectivity networks beyond the resolution limit—0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
Achieving the KS threshold in the general stochastic block model with linearized acyclic belief propagation—0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition—0
Active Community Detection with Maximal Expected Model Change—0
Data-driven Influence Based Clustering of Dynamical Systems—0
A Boosting Approach to Learning Graph Representations—0
Clustering evolving data using kernel-based methods—0
Community detection using low-dimensional network embedding algorithms—0
Community Detection Using Revised Medoid-Shift Based on KNN—0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models—0
Community Detection via Measure Space Embedding—0
Community Detection with a Subsampled Semidefinite Program—0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection—0
Community Detection with Heterogeneous Block Covariance Model—0
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables—0
Community Detection with Node Attributes and its Generalization—0
A web-based tool to Analyze Semantic Similarity Networks—0
Community detection with the Bethe-Hessian—0
Axioms for graph clustering quality functions—0
Evading Community Detection via Counterfactual Neighborhood Search—0
Community models for networks observed through edge nominations—0
Community Recovery in the Geometric Block Model—0
Community structure: A comparative evaluation of community detection methods—0
Comparative Analysis of Community Detection Algorithms on the SNAP Social Circles Dataset—0
Complex networks based word embeddings—0
Computational Lower Bounds for Community Detection on Random Graphs—0
Computational Lower Bounds for Graphon Estimation via Low-degree Polynomials—0
Clustering and Community Detection with Imbalanced Clusters—0
Connected Subgraph Detection with Mirror Descent on SDPs—0
Connectivity in Random Annulus Graphs and the Geometric Block Model—0
Consistency of Lloyd's Algorithm Under Perturbations—0
Exact Recovery of Community Structures Using DeepWalk and Node2vec—0
Community detection for weighted bipartite networks—0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting—0
A new measure of modularity density for community detection—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