TítolAn Approach to Re-representation in Relational Learning
Publication TypeConference Paper
Year of Publication2013
AuthorsOntañón S, Plaza E
Editor
Conference NameCCIA 2013 - Sixteenth International Conference of the Catalan Association of Artificial Intelligence
Volume256
EditorIOS Press
Conference LocationVic, Catalonia, Spain
Paginació11-20
Date Published23/10/2013
ISBN Number978-1-61499-319-3
Paraules claufeature terms, Relational learning
Resum

We present a new approach lo learn from relational data based on re-representation of the examples. This approach, called property- based re-representation is based on a new analysis of the structure of refinement graphs used in ILP and relational learning in general. This analysis allows the characterization of relational examples by a set of multi-relational patterns called properties. Using them, we perform a property-based re-representation of relational examples that facilitates the development of relational learning techniques.