Hypergraph convolution and hypergraph attention

• Published in: Pattern recognition Vol. 110; p. 107637
• Main Authors: Bai, Song, Zhang, Feihu, Torr, Philip H.S.
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2021
• Subjects: Graph learning; Graph neural networks; Hypergraph learning; Semi-supervised learning; Graph learning; Hypergraph learning; Graph neural networks; Semi-supervised learning

•Hypergraph convolution defines a basic convolutional operator in a hypergraph. It enables an efficient information propagation between vertices by fully exploiting the high order relationship and local clustering structure therein. We mathematically prove that graph convolution is a special case of...