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 726750 of 919 papers

TitleStatusHype
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings0
A Noise-Resilient Semi-Supervised Graph Autoencoder for Overlapping Semantic Community Detection0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality0
A Non-negative Symmetric Encoder-Decoder Approach for Community Detection0
Community Detection in Networks: A Rough Sets and Consensus Clustering Approach0
A Novel Community Detection Based Genetic Algorithm for Feature Selection0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey0
A pseudo-likelihood approach to community detection in weighted networks0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering0
A Random Matrix Perspective on Random Tensors0
A Semidefinite Program for Structured Blockmodels0
A semidefinite program for unbalanced multisection in the stochastic block model0
A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts0
A Spectral Framework for Anomalous Subgraph Detection0
A spectral method for community detection in moderately-sparse degree-corrected stochastic block models0
A stochastic block model for community detection in attributed networks0
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning0
A Survey on Signed Graph Embedding: Methods and Applications0
A Survey on Theoretical Advances of Community Detection in Networks0
A Tensor Approach to Learning Mixed Membership Community Models0
A testing based extraction algorithm for identifying significant communities in networks0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy0
A Unified Framework for Tuning Hyperparameters in Clustering Problems0
A useful criterion on studying consistent estimation in community detection0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2Unverified
2CommunityGANF1-score0.09Unverified
3Ego-SplittingF1-score0.04Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42Unverified
2CDNMFNMI0.4Unverified
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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