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 101–150 of 919 papers

TitleStatusHype
Fault Detection Engine in Intelligent Predictive Analytics Platform for DCIMCode0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary ProcessCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
Graph Communal Contrastive LearningCode0
Ensemble Clustering for Graphs: Comparisons and ApplicationsCode0
Graph Learning Network: A Structure Learning AlgorithmCode0
An Unsupervised Approach to Discover Media FramesCode0
Unsupervised Community Detection with Modularity-Based Attention ModelCode0
Attributed Graph Clustering via Adaptive Graph ConvolutionCode0
A unified framework for spectral clustering in sparse graphsCode0
Embedding-based Silhouette Community DetectionCode0
Estimation of Low-Rank Matrices via Approximate Message PassingCode0
Hierarchical community structure in networksCode0
Efficient discovery of overlapping communities in massive networksCode0
A Non-negative Symmetric Encoder-Decoder Approach for Community DetectionCode0
How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node EmbeddingsCode0
Efficiently inferring community structure in bipartite networksCode0
Bayesian community detection for networks with covariatesCode0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning ApproachCode0
Bayesian estimation of the latent dimension and communities in stochastic blockmodelsCode0
Analysis of ResearchGate, A Community Detection ApproachCode0
Identifying Hubs Through Influential Nodes in Transportation Network by Using a Gravity Centrality ApproachCode0
Reliable Time Prediction in the Markov Stochastic Block ModelCode0
BiasedWalk: Biased Sampling for Representation Learning on GraphsCode0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph DescriptionCode0
Effective Hierarchical Information Threading Using Network Community DetectionCode0
Ego-splitting Framework: from Non-Overlapping to Overlapping ClustersCode0
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truthsCode0
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
Deep Autoencoder-like Nonnegative Matrix Factorization for Community DetectionCode0
Fast Maximum k-Plex Algorithms Parameterized by Small Degeneracy GapsCode0
Detecting community structure using label propagation with weighted coherent neighborhood propinquityCode0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community DetectionCode0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community DetectionCode0
A Neural Collapse Perspective on Feature Evolution in Graph Neural NetworksCode0
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive CohesionCode0
Constrained fractional set programs and their application in local clustering and community detectionCode0
Covariate Regularized Community Detection in Sparse GraphsCode0
Detecting Propagators of Disinformation on Twitter Using Quantitative Discursive AnalysisCode0
Characterizing and comparing external measures for the assessment of cluster analysis and community detectionCode0
A Distributed Hybrid Community Detection Methodology for Social NetworksCode0
Community detection with spiking neural networks for neuromorphic hardwareCode0
CGC: Contrastive Graph Clustering for Community Detection and TrackingCode0
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory ClusteringCode0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community LabelingCode0
Clique percolation method: memory efficient almost exact communitiesCode0
Community Detection with Graph Neural NetworksCode0
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA ArchitecturesCode0
CommunityGAN: Community Detection with Generative Adversarial NetsCode0
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral FiltersCode0
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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