CayleyNets : graph convolutional neural networks with complex rational spectral filters

• Main Authors: Levie, Ron, Monti, Federico, Bresson, Xavier, Bronstein, Michael M.
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Geometric Deep Learning; Graph Convolution Neural Networks
• Online Access: https://hdl.handle.net/10356/139445
• Institution: Nanyang Technological University

The rise of graph-structured data such as social networks, regulatory networks, citation graphs, and functional brain networks, in combination with resounding success of deep learning in various applications, has brought the interest in generalizing deep learning models to non-Euclidean domains. In...