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 676700 of 919 papers

TitleStatusHype
Prioritizing network communities0
Block-Structure Based Time-Series Models For Graph SequencesCode0
Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network EmbeddingCode0
Entropic Spectral Learning for Large-Scale Graphs0
Generative models for local network community detectionCode0
Connectivity in Random Annulus Graphs and the Geometric Block Model0
Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks0
On the Supermodularity of Active Graph-based Semi-supervised Learning with Stieltjes Matrix Regularization0
Multi-view Banded Spectral Clustering with Application to ICD9 ClusteringCode0
Word sense induction using word embeddings and community detection in complex networks0
Fast Sequence Based Embedding with Diffusion GraphsCode1
Optimal Bipartite Network Clustering0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting0
Stochastic Block Models with Multiple Continuous Attributes0
Evaluating Overfit and Underfit in Models of Network Community StructureCode0
Information-theoretic Limits for Community Detection in Network Models0
A Generative Model for Dynamic Networks with Applications0
On the Minimax Misclassification Ratio of Hypergraph Community Detection0
Disunited Nations? A Multiplex Network Approach to Detecting Preference Affinity Blocs using Texts and Votes0
Weighted Community Detection and Data Clustering Using Message Passing0
Coactivated Clique Based Multisource Overlapping Brain Subnetwork Extraction0
Community detection using diffusion informationCode0
Active Community Detection with Maximal Expected Model Change0
CAYLEYNETS: SPECTRAL GRAPH CNNS WITH COMPLEX RATIONAL FILTERS0
Community Detection in Partially Observable Social Networks0
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Benchmark Results

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