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 151–175 of 919 papers

TitleStatusHype
Coactivated Clique Based Multisource Overlapping Brain Subnetwork Extraction—0
Clustering via Content-Augmented Stochastic Blockmodels—0
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel—0
Clustering of Complex Networks and Community Detection Using Group Search Optimization—0
Cognitive modelling with multilayer networks: Insights, advancements and future challenges—0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection—0
ComHapDet: A Spatial Community Detection Algorithm for Haplotype Assembly—0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings—0
A Noise-Resilient Semi-Supervised Graph Autoencoder for Overlapping Semantic Community Detection—0
A Flexible Fitness Function for Community Detection in Complex Networks—0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality—0
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training—0
Community-Aware Graph Signal Processing—0
Community-Based Data Integration of Course and Job Data in Support of Personalized Career-Education Recommendations—0
Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering—0
Community Detection Guarantees Using Embeddings Learned by Node2Vec—0
Community Detection and Classification in Hierarchical Stochastic Blockmodels—0
Community Detection and Improved Detectability in Multiplex Networks—0
Community Detection and Matrix Completion with Social and Item Similarity Graphs—0
Community detection and percolation of information in a geometric setting—0
Community detection and portfolio optimization—0
Community detection and Social Network analysis based on the Italian wars of the 15th century—0
Community Detection and Stochastic Block Models—0
Inferring Communities of Interest in Collaborative Learning-based Recommender Systems—0
Community Detection Clustering via Gumbel Softmax—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