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 851–900 of 919 papers

TitleStatusHype
Inference of hidden structures in complex physical systems by multi-scale clustering—0
Achieving Exact Cluster Recovery Threshold via Semidefinite Programming: Extensions—0
Laplacian Mixture Modeling for Network Analysis and Unsupervised Learning on Graphs—0
A Web-based Interactive Visual Graph Analytics Platform—0
Spectral Detection in the Censored Block Model—0
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction—0
Evaluating accuracy of community detection using the relative normalized mutual information—0
Median evidential c-means algorithm and its application to community detection—0
A web-based tool to Analyze Semantic Similarity Networks—0
Detecting Overlapping Communities in Networks Using Spectral Methods—0
How Many Communities Are There?—0
A testing based extraction algorithm for identifying significant communities in networks—0
Streaming, Memory Limited Algorithms for Community Detection—0
Efficient Minimax Signal Detection on Graphs—0
Clustering evolving data using kernel-based methods—0
Sequential Changepoint Approach for Online Community Detection—0
Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results—0
Overlapping Community Detection Optimization and Nash Equilibrium—0
Computational Lower Bounds for Community Detection on Random Graphs—0
Techniques for clustering interaction data as a collection of graphs—0
On semidefinite relaxations for the block modelCode0
A Flexible Fitness Function for Community Detection in Complex Networks—0
Community detection in networks: Structural communities versus ground truth—0
Optimization via Low-rank Approximation for Community Detection in Networks—0
Secure Friend Discovery via Privacy-Preserving and Decentralized Community Detection—0
Locally Boosted Graph Aggregation for Community Detection—0
A Bi-clustering Framework for Consensus Problems—0
Robust and computationally feasible community detection in the presence of arbitrary outlier nodes—0
Learning Latent Block Structure in Weighted Networks—0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal—0
High Quality, Scalable and Parallel Community Detectionfor Large Real Graphs—0
Efficiently inferring community structure in bipartite networksCode0
Predictive Overlapping Co-Clustering—0
Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices—0
Generating Extractive Summaries of Scientific Paradigms—0
A high-reproducibility and high-accuracy method for automated topic classification—0
A Spectral Framework for Anomalous Subgraph Detection—0
Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning—0
Community Detection in Networks using Graph Distance—0
A Boosting Approach to Learning Graph Representations—0
Phase Transitions in Community Detection: A Solvable Toy Model—0
Hypothesis Testing for Automated Community Detection in Networks—0
Graph-Based Approaches to Clustering Network-Constrained Trajectory Data—0
Hierarchical Block Structures and High-resolution Model Selection in Large Networks—0
Partition-Merge: Distributed Inference and Modularity Optimization—0
Efficient discovery of overlapping communities in massive networksCode0
Online Tensor Methods for Learning Latent Variable ModelsCode0
Ensemble approaches for improving community detection methods—0
Axioms for graph clustering quality functions—0
Community Detection in Sparse Random Networks—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