Search Results for author: Martin Glauer

Found 4 papers, 1 papers with code

Ontology Pre-training for Poison Prediction

no code implementations20 Jan 2023 Martin Glauer, Fabian Neuhaus, Till Mossakowski, Janna Hastings

Integrating human knowledge into neural networks has the potential to improve their robustness and interpretability.

When one Logic is Not Enough: Integrating First-order Annotations in OWL Ontologies

no code implementations7 Oct 2022 Simon Flügel, Martin Glauer, Fabian Neuhaus, Janna Hastings

In ontology development, there is a gap between domain ontologies which mostly use the web ontology language, OWL, and foundational ontologies written in first-order logic, FOL.

ESC-Rules: Explainable, Semantically Constrained Rule Sets

1 code implementation26 Aug 2022 Martin Glauer, Robert West, Susan Michie, Janna Hastings

We describe a novel approach to explainable prediction of a continuous variable based on learning fuzzy weighted rules.

Automated and Explainable Ontology Extension Based on Deep Learning: A Case Study in the Chemical Domain

no code implementations19 Sep 2021 Adel Memariani, Martin Glauer, Fabian Neuhaus, Till Mossakowski, Janna Hastings

We present a new methodology for automatic ontology extension and apply it to the ChEBI ontology, a prominent reference ontology for life sciences chemistry.

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