The role of Speculations for Explainable and Trustworthy Artificial Intelligence: A use case on Art Genre Classification
In this work, we have introduced a new way of speculative reasoning for intelligent systems. In addition, we have illustrated the utility of this way of reasoning in the context of a use case on art genre classification, where explainability and trustworthiness are a matter of major concern. Specula...
| Autores: | , |
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| Tipo de recurso: | capítulo de libro |
| Fecha de publicación: | 2023 |
| País: | España |
| Institución: | Universidad de Santiago de Compostela (USC) |
| Repositorio: | Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela |
| Idioma: | inglés |
| OAI Identifier: | oai:dnet:minerva_____::e534efd29455bc4783319e6f885f608f |
| Acceso en línea: | https://hdl.handle.net/10347/47354 |
| Access Level: | acceso abierto |
| Palabra clave: | Explainable AI Logical Commonsense Reasoning Horn Clauses T-norm based Propositional Fuzzy Logic |
| Sumario: | In this work, we have introduced a new way of speculative reasoning for intelligent systems. In addition, we have illustrated the utility of this way of reasoning in the context of a use case on art genre classification, where explainability and trustworthiness are a matter of major concern. Speculative reasoning is natural for humans and it turns up as a powerful tool, especially in the case of intelligent systems dealing with incomplete, vague, and imprecise information. |
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