Title Deep learning with graph-structured representations Supervisors Award date 23 April 2020 Number of pages 164 ISBN 9789463758512 Document type PhD thesis Faculty Faculty of Science (FNWI) Institute Informatics Institute (IVI) Abstract In this thesis, we propose novel approaches to machine learning with structured data. Our proposed methods are largely based on the theme of structuring the rep