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 251–275 of 393 papers

Title	Date	Tasks	Status	Hype
Large Scale Video Representation Learning via Relational Graph Clustering	Jun 1, 2020	ClusteringGraph Clustering	—Unverified	0
p-Norm Flow Diffusion for Local Graph Clustering	May 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
Comparison and Benchmark of Graph Clustering Algorithms	May 10, 2020	ClusteringGraph Clustering	CodeCode Available	0
PageRank and The K-Means Clustering Algorithm	May 10, 2020	ClusteringGraph Clustering	—Unverified	0
A Model for Image Segmentation in Retina	May 6, 2020	ClusteringGraph Clustering	—Unverified	0
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified	0
Local Graph Clustering with Network Lasso	Apr 25, 2020	ClusteringGraph Clustering	—Unverified	0
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	Apr 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
Incorporating User's Preference into Attributed Graph Clustering	Mar 24, 2020	AttributeClustering	CodeCode Available	0
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection	Mar 13, 2020	ClusteringCo-Salient Object Detection	CodeCode Available	1
Pruned Neural Networks are Surprisingly Modular	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	0
A Survey of Adversarial Learning on Graphs	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	1
Parameterized Correlation Clustering in Hypergraphs and Bipartite Graphs	Feb 21, 2020	ClusteringCommunity Detection	CodeCode Available	0
Minimizing Localized Ratio Cut Objectives in Hypergraphs	Feb 21, 2020	ClusteringGraph Clustering	CodeCode Available	1
Embedding Graph Auto-Encoder for Graph Clustering	Feb 20, 2020	ClusteringDecoder	—Unverified	0
Graph Neural Distance Metric Learning with Graph-Bert	Feb 9, 2020	ClusteringGraph Classification	CodeCode Available	1
Graph-Bert: Only Attention is Needed for Learning Graph Representations	Jan 15, 2020	AttributeClustering	CodeCode Available	1
A Group Norm Regularized Factorization Model for Subspace Segmentation	Jan 8, 2020	ClusteringGraph Clustering	—Unverified	0
p-Norm Flow Diffusion for Local Graph Clustering	Jan 1, 2020	ClusteringCommunity Detection	CodeCode Available	0
A Non-negative Symmetric Encoder-Decoder Approach for Community Detection	Dec 24, 2019	ClusteringCommunity Detection	—Unverified	0
Balancing the Tradeoff Between Clustering Value and Interpretability	Dec 17, 2019	ClusteringGraph Clustering	CodeCode Available	0
Independence Promoted Graph Disentangled Networks	Nov 26, 2019	ClusteringGraph Classification	—Unverified	0
Gromov-Wasserstein Factorization Models for Graph Clustering	Nov 19, 2019	ClusteringGraph Clustering	CodeCode Available	0
Dynamic Joint Variational Graph Autoencoders	Oct 4, 2019	ClusteringGraph Clustering	—Unverified	0
Layout-Graph Reasoning for Fashion Landmark Detection	Oct 4, 2019	AttributeClustering	—Unverified	0

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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