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 376–393 of 393 papers

Title	Date	Tasks	Status
Notes on Elementary Spectral Graph Theory. Applications to Graph Clustering Using Normalized Cuts	Nov 11, 2013	ClusteringGraph Clustering	—Unverified
JoBimText Visualizer: A Graph-based Approach to Contextualizing Distributional Similarity	Oct 1, 2013	Domain AdaptationGraph Clustering	—Unverified
Unsupervised Learning of A-Morphous Inflection with Graph Clustering	Sep 1, 2013	ClusteringGraph Clustering	—Unverified
Axioms for graph clustering quality functions	Aug 15, 2013	ClusteringCommunity Detection	—Unverified
Flexible and Robust Co-Regularized Multi-Domain Graph Clustering.	Aug 11, 2013	ClusteringGraph Clustering	—Unverified
Clustering and Community Detection in Directed Networks: A Survey	Aug 5, 2013	ClusteringCommunity Detection	—Unverified
Multigraph Clustering for Unsupervised Coreference Resolution	Aug 1, 2013	Clusteringcoreference-resolution	—Unverified
Flow-Based Algorithms for Local Graph Clustering	Jul 10, 2013	ClusteringGraph Clustering	—Unverified
AI-KU: Using Substitute Vectors and Co-Occurrence Modeling For Word Sense Induction and Disambiguation	Jun 1, 2013	Graph ClusteringLanguage Modelling	—Unverified
UKP-WSI: UKP Lab Semeval-2013 Task 11 System Description	Jun 1, 2013	Graph ClusteringWord Sense Disambiguation	—Unverified
Local Graph Clustering Beyond Cheeger's Inequality	Apr 30, 2013	ClusteringGraph Clustering	—Unverified
Efficient Eigen-updating for Spectral Graph Clustering	Jan 7, 2013	ClusteringGraph Clustering	—Unverified
Improved Graph Clustering	Oct 11, 2012	ClusteringGraph Clustering	—Unverified
A New Parametric Estimation Method for Graph-based Clustering	Jul 1, 2012	ClusteringGraph Clustering	—Unverified
Sentence Clustering via Projection over Term Clusters	Jul 1, 2012	ClusteringGraph Clustering	—Unverified
Co-clustering for directed graphs: the Stochastic co-Blockmodel and spectral algorithm Di-Sim	Apr 10, 2012	ClusteringGraph Clustering	—Unverified
Symmetric Nonnegative Matrix Factorization for Graph Clustering	Feb 27, 2012	ClusteringGraph Clustering	—Unverified
Book Review: Graph-Based Natural Language Processing and Information Retrieval by Rada Mihalcea and Dragomir Radev	Jan 1, 2012	Dimensionality ReductionGraph 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