Graph Convolutional Networks

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:convolutional_neural_network
gptkbp:abbreviation	gptkb:GCN
gptkbp:activation_function	gptkb:ReLU
gptkbp:application	bioinformatics recommendation systems social network analysis chemoinformatics knowledge graph completion
gptkbp:architecture	aggregation of neighbor features layer-wise propagation
gptkbp:category	graph neural networks
gptkbp:citation	highly cited
gptkbp:field	gptkb:machine_learning deep learning graph theory
https://www.w3.org/2000/01/rdf-schema#label	Graph Convolutional Networks
gptkbp:input	graph-structured data
gptkbp:introduced	gptkb:Thomas_Kipf gptkb:Max_Welling 2016
gptkbp:limitation	over-smoothing scalability to large graphs
gptkbp:notable_paper	gptkb:Semi-Supervised_Classification_with_Graph_Convolutional_Networks
gptkbp:notable_paper_year	2017
gptkbp:openSource	gptkb:Spektral gptkb:PyTorch_Geometric DGL
gptkbp:optimizedFor	gptkb:Adam_optimizer stochastic gradient descent
gptkbp:platform	gptkb:TensorFlow gptkb:PyTorch_Geometric DGL
gptkbp:relatedTo	gptkb:spectral_graph_theory convolutional neural networks message passing neural networks
gptkbp:trainer	gptkb:Cora gptkb:Citeseer Pubmed
gptkbp:training_method	supervised learning semi-supervised learning unsupervised learning
gptkbp:usedFor	graph classification link prediction node classification
gptkbp:variant	gptkb:GraphSAGE gptkb:Graph_Attention_Networks gptkb:ChebNet gptkb:GCNII
gptkbp:bfsParent	gptkb:GraphSAGE gptkb:Nvidia_cuGraph
gptkbp:bfsLayer	6