Deep learning for graph structured data

• Main Author: Dwivedi Vijay Prakash
• Other Authors: Luu Anh Tuan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Deep learning; Graphs; Graph representation learning; Graph neural network
• Online Access: https://hdl.handle.net/10356/175787
• Institution: Nanyang Technological University

Graph-structured data is ubiquitous across diverse domains, representing valuable relational information between entities. However, most deep learning techniques like convolutional and recurrent neural networks are tailored for grid-structured data and struggle to handle such graphs. This has led to...