Chebyshev Spectral Graph Convolutional Network

GPTKB entity

Predicate	Object
gptkbp:instanceOf	graph neural network architecture
gptkbp:abbreviation	gptkb:ChebNet
gptkbp:appliesTo	graph-structured data
gptkbp:basedOn	Chebyshev polynomial approximation
gptkbp:citation	over 3000 (as of 2024)
gptkbp:enables	localized filtering on graphs
https://www.w3.org/2000/01/rdf-schema#label	Chebyshev Spectral Graph Convolutional Network
gptkbp:implementedIn	gptkb:PyTorch_Geometric DGL
gptkbp:influenced	gptkb:Graph_Convolutional_Network_(GCN)
gptkbp:input	gptkb:graph_Laplacian node features
gptkbp:introduced	gptkb:Convolutional_Neural_Networks_on_Graphs_with_Fast_Localized_Spectral_Filtering gptkb:Michaël_Defferrard
gptkbp:introducedIn	2016
gptkbp:output	node embeddings graph-level representations
gptkbp:parameter	order of Chebyshev polynomial
gptkbp:platform	deep learning on graphs
gptkbp:prevention	explicit eigen-decomposition
gptkbp:reduces	computational complexity of spectral convolutions
gptkbp:relatedTo	gptkb:Graph_Convolutional_Network Graph Signal Processing Spectral Graph Convolution
gptkbp:usedFor	graph classification link prediction node classification
gptkbp:uses	gptkb:spectral_graph_theory
gptkbp:bfsParent	gptkb:ChebNet
gptkbp:bfsLayer	6