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
SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline	Oct 19, 2020	ClusteringGraph Clustering	—Unverified
Smoothness Sensor: Adaptive Smoothness-Transition Graph Convolutions for Attributed Graph Clustering	Sep 12, 2020	ClusteringGraph Clustering	—Unverified
Multiway p-spectral graph cuts on Grassmann manifolds	Aug 30, 2020	ClusteringGraph Clustering	—Unverified
KCoreMotif: An Efficient Graph Clustering Algorithm for Large Networks by Exploiting k-core Decomposition and Motifs	Aug 21, 2020	ClusteringGraph Clustering	—Unverified
BGC: Multi-Agent Group Belief with Graph Clustering	Aug 20, 2020	ClusteringGraph Clustering	—Unverified
Balanced Order Batching with Task-Oriented Graph Clustering	Aug 19, 2020	ClusteringDeep Clustering	—Unverified
Model-Free Optimal Control of Linear Multi-Agent Systems via Decomposition and Hierarchical Approximation	Aug 14, 2020	ClusteringGraph Clustering	—Unverified
Sketching semidefinite programs for faster clustering	Aug 10, 2020	ClusteringGraph Clustering	—Unverified
Scaling Graph Clustering with Distributed Sketches	Jul 24, 2020	ClusteringGraph Clustering	—Unverified
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation	Jul 23, 2020	2D Human Pose EstimationClustering	—Unverified
Graph Clustering with Graph Neural Networks	Jun 30, 2020	AttributeClustering	—Unverified
Strongly local p-norm-cut algorithms for semi-supervised learning and local graph clustering	Jun 15, 2020	ClusteringCommunity Detection	CodeCode Available
Large Scale Video Representation Learning via Relational Graph Clustering	Jun 1, 2020	ClusteringGraph Clustering	—Unverified
PageRank and The K-Means Clustering Algorithm	May 10, 2020	ClusteringGraph Clustering	—Unverified
Comparison and Benchmark of Graph Clustering Algorithms	May 10, 2020	ClusteringGraph Clustering	CodeCode Available
A Model for Image Segmentation in Retina	May 6, 2020	ClusteringGraph Clustering	—Unverified
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified
Local Graph Clustering with Network Lasso	Apr 25, 2020	ClusteringGraph Clustering	—Unverified
Incorporating User's Preference into Attributed Graph Clustering	Mar 24, 2020	AttributeClustering	CodeCode Available
Pruned Neural Networks are Surprisingly Modular	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available
Parameterized Correlation Clustering in Hypergraphs and Bipartite Graphs	Feb 21, 2020	ClusteringCommunity Detection	CodeCode Available
Embedding Graph Auto-Encoder for Graph Clustering	Feb 20, 2020	ClusteringDecoder	—Unverified
A Group Norm Regularized Factorization Model for Subspace Segmentation	Jan 8, 2020	ClusteringGraph Clustering	—Unverified
p-Norm Flow Diffusion for Local Graph Clustering	Jan 1, 2020	ClusteringCommunity Detection	CodeCode Available
A Non-negative Symmetric Encoder-Decoder Approach for Community Detection	Dec 24, 2019	ClusteringCommunity Detection	—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