Search Results for author: Janna Hastings

Found 8 papers, 2 papers with code

Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities

no code implementations29 Sep 2023 Jiaoyan Chen, Hang Dong, Janna Hastings, Ernesto Jiménez-Ruiz, Vanessa López, Pierre Monnin, Catia Pesquita, Petr Škoda, Valentina Tamma

The term life sciences refers to the disciplines that study living organisms and life processes, and include chemistry, biology, medicine, and a range of other related disciplines.

Knowledge Graphs Management

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.

Ontology Development is Consensus Creation, Not (Merely) Representation

no code implementations21 Oct 2022 Fabian Neuhaus, Janna Hastings

Ontology development methodologies emphasise knowledge gathering from domain experts and documentary resources, and knowledge representation using an ontology language such as OWL or FOL.

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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