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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 393 papers

Title	Date	Tasks	Status
Stochastic Gradient Descent for Spectral Embedding with Implicit Orthogonality Constraint	Dec 13, 2018	ClusteringGraph Clustering	—Unverified
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering	Jul 29, 2022	ClusteringDecision Making	—Unverified
Structure-enhanced Contrastive Learning for Graph Clustering	Aug 19, 2024	ClusteringContrastive Learning	—Unverified
Subspace Clustering via Tangent Cones	Dec 1, 2017	ClusteringGraph Clustering	—Unverified
Subspace Structure-Aware Spectral Clustering for Robust Subspace Clustering	Oct 1, 2019	ClusteringGraph Clustering	—Unverified
Symmetric Nonnegative Matrix Factorization for Graph Clustering	Feb 27, 2012	ClusteringGraph Clustering	—Unverified
The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change	Nov 21, 2023	ClusteringGraph Clustering	—Unverified
The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering	Nov 15, 2024	BenchmarkingClustering	—Unverified
THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings	Dec 16, 2024	ClusteringGraph Clustering	—Unverified
Tie-Line Characteristics based Partitioning for Distributed Optimization of Power Systems	May 24, 2018	ClusteringDistributed Optimization	—Unverified
TopER: Topological Embeddings in Graph Representation Learning	Oct 2, 2024	ClusteringGraph Clustering	—Unverified
Transfer operators on graphs: Spectral clustering and beyond	May 19, 2023	ClusteringGraph Clustering	—Unverified
Transforming Graphs for Enhanced Attribute Clustering: An Innovative Graph Transformer-Based Method	Jun 20, 2023	AttributeClustering	—Unverified
Tripartite Graph Clustering for Dynamic Sentiment Analysis on Social Media	Feb 24, 2014	ClusteringGraph Clustering	—Unverified
Two to Five Truths in Non-Negative Matrix Factorization	May 6, 2023	Clusteringdocument understanding	—Unverified
UKP-WSI: UKP Lab Semeval-2013 Task 11 System Description	Jun 1, 2013	Graph ClusteringWord Sense Disambiguation	—Unverified
Unified and Dynamic Graph for Temporal Character Grouping in Long Videos	Aug 27, 2023	ClusteringGraph Clustering	—Unverified
Unsupervised Learning of A-Morphous Inflection with Graph Clustering	Sep 1, 2013	ClusteringGraph Clustering	—Unverified
Utilizing Technical Data to Discover Similar Companies in Dhaka Stock Exchange	Jan 11, 2023	Graph ClusteringRelation	—Unverified
Vertex-Centric Visual Programming for Graph Neural Networks	Jun 9, 2021	Graph ClusteringLink Prediction	—Unverified
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering	Dec 20, 2023	ClusteringGraph Clustering	—Unverified
Weakly Supervised Graph Clustering	Sep 29, 2021	ClusteringGraph Clustering	—Unverified
Weighted Graph Nodes Clustering via Gumbel Softmax	Feb 22, 2021	ClusteringGraph Clustering	—Unverified
Flow-Based Algorithms for Local Graph Clustering	Jul 10, 2013	ClusteringGraph Clustering	—Unverified
flow-based clustering and spectral clustering: a comparison	Jun 20, 2022	ClusteringGraph Clustering	—Unverified

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All datasets Citeseer Cora Pubmed Biase et al Bozec et al Deng et al Goolam et al Pollen et al Treutlein et al Yan et al

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	R-DGAE	ACC	70.5	—	Unverified
2	R-GMM-VGAE	ACC	68.9	—	Unverified
3	AGC	ACC	67	—	Unverified
4	RWR-GAE	ACC	61.6	—	Unverified
5	RWR-VGAE	ACC	61.3	—	Unverified
6	ARGE	ACC	57.3	—	Unverified
7	ARVGE	ACC	54.4	—	Unverified
8	GAE	ACC	40.8	—	Unverified
9	DAEGC+GSCAN†	NMI	39.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	76.7	—	Unverified
2	R-DGAE	ACC	73.7	—	Unverified
3	AGC	ACC	68.92	—	Unverified
4	RWR-VGAE	ACC	68.5	—	Unverified
5	RWR-GAE	ACC	66.9	—	Unverified
6	ARGE	ACC	64	—	Unverified
7	ARVGE	ACC	63.8	—	Unverified
8	GAE	ACC	59.6	—	Unverified
9	DAEGC+GSCAN†	NMI	52.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	74	—	Unverified
2	RWR-VGAE	ACC	73.6	—	Unverified
3	RWR-GAE	ACC	72.6	—	Unverified
4	R-DGAE	ACC	71.4	—	Unverified
5	AGC	ACC	69.78	—	Unverified
6	VGAE	ACC	65.48	—	Unverified
7	DAEGC+GSCAN†	NMI	31.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified