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Deep learning models are often unaware of the inherent constraints of the task they are applied to. However, many downstream tasks require logical consistency. For ontology classification tasks, such constraints include subsumption and disjointness r
Externí odkaz:
http://arxiv.org/abs/2405.02083
Integrating human knowledge into neural networks has the potential to improve their robustness and interpretability. We have developed a novel approach to integrate knowledge from ontologies into the structure of a Transformer network which we call o
Externí odkaz:
http://arxiv.org/abs/2301.08577
Autor:
Mossakowski, Till
Publikováno v:
16th International Workshop on Neural-Symbolic Learning and Reasoning (NeSy), volume 3212, series CEUR Workshop proceedings, pages 192-201, 2022
We formalise some aspects of the neural-symbol design patterns of van Bekkum et al., such that we can formally define notions of refinement of patterns, as well as modular combination of larger patterns from smaller building blocks. These formal noti
Externí odkaz:
http://arxiv.org/abs/2206.04724
Reference ontologies provide a shared vocabulary and knowledge resource for their domain. Manual construction enables them to maintain a high quality, allowing them to be widely accepted across their community. However, the manual development process
Externí odkaz:
http://arxiv.org/abs/2109.09202
Autor:
Mossakowski, Krysia1 krysiam@hawaii.edu, Darrah-Okike, Jennifer1
Publikováno v:
Journal of American College Health. Apr2024, Vol. 72 Issue 3, p743-752. 10p.
In this chapter we propose Generic Ontology Design Patterns, GODPs, as a methodology for representing and instantiating ontology design patterns in a way that is adaptable, and allows domain experts (and other users) to safely use them without clutte
Externí odkaz:
http://arxiv.org/abs/2011.09353
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Generic Ontology Design Patterns, GODPs, are defined in Generic DOL, an extension of DOL, the Distributed Ontology, Model and Specification Language, and implemented using Heterogeneous Tool Set. Parameters such as classes, properties, individuals, o
Externí odkaz:
http://arxiv.org/abs/1906.08724
Generic ontologies were introduced as an extension (Generic DOL) of the Distributed Ontology, Modeling and Specification Language, DOL, with the aim to provide a language for Generic Ontology Design Patterns. In this paper we present a number of new
Externí odkaz:
http://arxiv.org/abs/1906.06275
Akademický článek
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