Graph Convolutional Network

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:convolutional_neural_network graph neural network
gptkbp:abbreviation	gptkb:GCN
gptkbp:activation_function	gptkb:ReLU
gptkbp:application	graph classification link prediction node classification
gptkbp:citation	highly cited
gptkbp:core_operation	convolution on graphs
gptkbp:field	gptkb:machine_learning deep learning graph theory
gptkbp:handles	adjacency matrix node features edge features
https://www.w3.org/2000/01/rdf-schema#label	Graph Convolutional Network
gptkbp:influenced	development of GNNs
gptkbp:input	graph-structured data
gptkbp:inspiredBy	gptkb:convolutional_neural_network
gptkbp:introduced	gptkb:Thomas_Kipf gptkb:Max_Welling 2016
gptkbp:layer_type	graph convolutional layer
gptkbp:limitation	scalability vanishing gradients over-smoothing
gptkbp:notable_paper	gptkb:Semi-Supervised_Classification_with_Graph_Convolutional_Networks
gptkbp:notable_paper_year	2017
gptkbp:openSource	gptkb:Spektral gptkb:StellarGraph gptkb:PyTorch_Geometric DGL
gptkbp:platform	gptkb:TensorFlow gptkb:PyTorch_Geometric DGL
gptkbp:relatedTo	gptkb:GraphSAGE gptkb:convolutional_neural_network gptkb:Graph_Attention_Network
gptkbp:training_method	backpropagation
gptkbp:used_in	bioinformatics recommendation systems social network analysis chemoinformatics knowledge graph completion
gptkbp:variant	gptkb:ChebNet gptkb:GCNII gptkb:Spatial_GCN gptkb:Spectral_GCN
gptkbp:bfsParent	gptkb:convolutional_neural_network
gptkbp:bfsLayer	5