SOTAVerified

Graph Clustering

Graph Clustering is the process of grouping the nodes of the graph into clusters, taking into account the edge structure of the graph in such a way that there are several edges within each cluster and very few between clusters. Graph Clustering intends to partition the nodes in the graph into disjoint groups.

Source: Clustering for Graph Datasets via Gumbel Softmax

Papers

Showing 351393 of 393 papers

TitleStatusHype
Graphons, mergeons, and so on!0
Information Recovery in Shuffled Graphs via Graph Matching0
Do logarithmic proximity measures outperform plain ones in graph clustering?0
Graph Clustering Bandits for Recommendation0
Phase Transitions and a Model Order Selection Criterion for Spectral Graph ClusteringCode0
Graph clustering, variational image segmentation methods and Hough transform scale detection for object measurement in images0
Deep neural networks for learning graph representations0
Spectral Theory of Unsigned and Signed Graphs. Applications to Graph Clustering: a SurveyCode0
Multicuts and Perturb & MAP for Probabilistic Graph Clustering0
An Empirical Comparison of the Summarization Power of Graph Clustering Methods0
Fast low-rank estimation by projected gradient descent: General statistical and algorithmic guarantees0
Integration of graph clustering with ant colony optimization for feature selection0
Lost in Discussion? Tracking Opinion Groups in Complex Political Discussions by the Example of the FOMC Meeting Transcriptions0
Opinion Holder and Target Extraction based on the Induction of Verbal Categories0
Graphs in machine learning: an introduction0
Geometry-Aware Neighborhood Search for Learning Local Models for Image Reconstruction0
Median evidential c-means algorithm and its application to community detection0
Clustering from Labels and Time-Varying Graphs0
Graph Clustering With Missing Data: Convex Algorithms and Analysis0
An application of topological graph clustering to protein function prediction0
A Genetic Algorithm for Software Design Migration from Structured to Object Oriented Paradigm0
Resolution-limit-free and local Non-negative Matrix Factorization quality functions for graph clustering0
Distributed Distributional Similarities of Google Books Over the Centuries0
Parallel Graph Partitioning for Complex NetworksCode0
Tripartite Graph Clustering for Dynamic Sentiment Analysis on Social Media0
Notes on Elementary Spectral Graph Theory. Applications to Graph Clustering Using Normalized Cuts0
JoBimText Visualizer: A Graph-based Approach to Contextualizing Distributional Similarity0
Unsupervised Learning of A-Morphous Inflection with Graph Clustering0
Axioms for graph clustering quality functions0
Flexible and Robust Co-Regularized Multi-Domain Graph Clustering.0
Clustering and Community Detection in Directed Networks: A Survey0
Multigraph Clustering for Unsupervised Coreference Resolution0
Flow-Based Algorithms for Local Graph Clustering0
AI-KU: Using Substitute Vectors and Co-Occurrence Modeling For Word Sense Induction and Disambiguation0
UKP-WSI: UKP Lab Semeval-2013 Task 11 System Description0
Local Graph Clustering Beyond Cheeger's Inequality0
Efficient Eigen-updating for Spectral Graph Clustering0
Improved Graph Clustering0
A New Parametric Estimation Method for Graph-based Clustering0
Sentence Clustering via Projection over Term Clusters0
Co-clustering for directed graphs: the Stochastic co-Blockmodel and spectral algorithm Di-Sim0
Symmetric Nonnegative Matrix Factorization for Graph Clustering0
Book Review: Graph-Based Natural Language Processing and Information Retrieval by Rada Mihalcea and Dragomir Radev0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1R-DGAEACC70.5Unverified
2R-GMM-VGAEACC68.9Unverified
3AGCACC67Unverified
4RWR-GAEACC61.6Unverified
5RWR-VGAEACC61.3Unverified
6ARGEACC57.3Unverified
7ARVGEACC54.4Unverified
8GAEACC40.8Unverified
9DAEGC+GSCAN†NMI39.9Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC76.7Unverified
2R-DGAEACC73.7Unverified
3AGCACC68.92Unverified
4RWR-VGAEACC68.5Unverified
5RWR-GAEACC66.9Unverified
6ARGEACC64Unverified
7ARVGEACC63.8Unverified
8GAEACC59.6Unverified
9DAEGC+GSCAN†NMI52.4Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC74Unverified
2RWR-VGAEACC73.6Unverified
3RWR-GAEACC72.6Unverified
4R-DGAEACC71.4Unverified
5AGCACC69.78Unverified
6VGAEACC65.48Unverified
7DAEGC+GSCAN†NMI31.7Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index1Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.46Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.91Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.95Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified