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 651700 of 919 papers

TitleStatusHype
Improved Deep Embeddings for Inferencing with Multi-Layered Networks0
Modular decomposition of protein structure using community detection0
Characterizing functional brain networks and emotional centers based on Rasa theory of Indian aesthetics0
BiasedWalk: Biased Sampling for Representation Learning on GraphsCode0
Logistic Regression Augmented Community Detection for Network Data with Application in Identifying Autism-Related Gene Pathways0
Blind Community Detection from Low-rank Excitations of a Graph Filter0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing0
A Survey on Theoretical Advances of Community Detection in Networks0
Community detection in networks without observing edgesCode0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining0
PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso0
Using link and content over time for embedding generation in Dynamic Attributed NetworksCode0
Convergence Rate of Block-Coordinate Maximization Burer-Monteiro Method for Solving Large SDPs0
A likelihood-ratio type test for stochastic block models with bounded degrees0
Pairwise Covariates-adjusted Block Model for Community Detection0
Stochastic Block Model for Hypergraphs: Statistical limits and a semidefinite programming approach0
From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology0
Causal Inference for Early Detection of Pathogenic Social Media Accounts0
Latent heterogeneous multilayer community detection0
Learning Influence-Receptivity Network Structure with Guarantee0
Universality of the stochastic block model0
Multiplex Communities and the Emergence of International Conflict0
Scalable and Robust Community Detection with Randomized Sketching0
Searching for a Single Community in a Graph0
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