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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 576–600 of 919 papers

TitleStatusHype
Overlapping community detection in networks based on link partitioning and partitioning around medoidsCode0
Embedding-based Silhouette Community DetectionCode0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors—0
A General Framework for Complex Network-Based Image Segmentation—0
From Node Embedding To Community Embedding : A Hyperbolic ApproachCode0
Simplex2Vec embeddings for community detection in simplicial complexes—0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI—0
vGraph: A Generative Model for Joint Community Detection and Node Representation LearningCode0
Position-aware Graph Neural NetworksCode0
Unsupervised Co-Learning on G-Manifolds Across Irreducible RepresentationsCode0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian—0
Attributed Graph Clustering via Adaptive Graph ConvolutionCode0
Graph Learning Network: A Structure Learning AlgorithmCode0
Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection—0
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation—0
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network ApproachCode0
PercoMCV: A hybrid approach of community detection in social networksCode0
Transient crosslinking kinetics optimize gene cluster interactions—0
Unsupervised Community Detection with Modularity-Based Attention ModelCode0
Semantic flow in language networksCode0
Pair-Matching: Links Prediction with Adaptive Queries—0
Neighbor Similarity Based Agglomerative Method for Community Detection in Networks—0
Learning higher-order sequential structure with cloned HMMs—0
FluidC+: A novel community detection algorithm based on fluid propagation—0
Spectral partitioning of time-varying networks with unobserved edges—0
Show:102550
← PrevPage 24 of 37Next →
All datasetsAmazonCoraCiteseerDBLPFacebook ArtistsFacebook AthletesFacebook CelebritiesFacebook CompaniesFacebook GovernmentFacebook MediaFacebook PoliticiansFacebook TV Show

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