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 651675 of 919 papers

TitleStatusHype
Using the Omega Index for Evaluating Abstractive Community Detection0
Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimes0
VECoDeR - Variational Embeddings for Community Detection and Node Representation0
Village-Net Clustering: A Rapid approach to Non-linear Unsupervised Clustering of High-Dimensional Data0
Visual Machine Learning: Insight through Eigenvectors, Chladni patterns and community detection in 2D particulate structures0
Weighted Community Detection and Data Clustering Using Message Passing0
Weighted Message Passing and Minimum Energy Flow for Heterogeneous Stochastic Block Models with Side Information0
Weighted Spectral Cluster Ensemble0
When Does Bottom-up Beat Top-down in Hierarchical Community Detection?0
Why the Rich Get Richer? On the Balancedness of Random Partition Models0
Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction0
Word sense induction using word embeddings and community detection in complex networks0
Would I regret later joining this Community ? Using temporal neighborhood information for community retention in a game theoretic community detection framework0
Zombie Account Detection Based on Community Detection and Uneven Assignation PageRank0
Topological Data Analysis of Task-Based fMRI Data from Experiments on Schizophrenia0
Zoo Guide to Network Embedding0
Community Detection and Growth Potential Prediction from Patent Citation Networks0
Community Detection and Growth Potential Prediction Using the Stochastic Block Model and the Long Short-term Memory from Patent Citation Networks0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better0
20 years of network community detection0
A Bi-clustering Framework for Consensus Problems0
A Boosting Approach to Learning Graph Representations0
Accelerating Hybrid Agent-Based Models and Fuzzy Cognitive Maps: How to Combine Agents who Think Alike?0
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation0
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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