Publication
Special Issue on Semantic Deep Learning
Dagmar Gromann; Luis Espinosa Anke; Thierry Declerck
Semantic Web Journal, special issues on Semantic Deep Learning, Pages 1-8, Vol. 10, ISBN 2210-4968, IOS Press, Amsterdam, The Netherlands, 8/2019.
Abstract
Numerous success use cases involving deep learning have recently started to be propagated to the Semantic Web. Approaches range from utilizing structured knowledge in the training process of neural networks to enriching such architectures with ontological reasoning mechanisms. Bridging the neural-symbolic gap by joining deep learning and Semantic Web not only holds the potential of improving performance but also of opening up new avenues of research.
Projects
- DEEPLEE - Tiefes Lernen für End-to-End-Anwendungen in der Sprachtechnologie
- Pret-a-LLOD - Scalable Open Linked Data environment