On the Rationality of Explanations in Classification Algorithms
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Título
On the Rationality of Explanations in Classification AlgorithmsFecha de publicación
2021Editor
IOS PressISBN
9781643682112; 9781643682105Tipo de documento
info:eu-repo/semantics/bookPartVersión de la editorial
https://ebooks.iospress.nl/doi/10.3233/FAIA210165Versión
info:eu-repo/semantics/publishedVersionPalabras clave / Materias
Resumen
This paper is a first step towards studying the rationality of explanations produced by up-to-date AI systems. Based on the thesis that designing rational explanations for accomplishing trustworthy AI is fundamental ... [+]
This paper is a first step towards studying the rationality of explanations produced by up-to-date AI systems. Based on the thesis that designing rational explanations for accomplishing trustworthy AI is fundamental for ethics in AI, we study the rationality criteria that explanations in classification algorithms have to meet. In this way, we identify, define, and exemplify characteristic criteria of rational explanations in classification algorithms. [-]
Publicado en
Artificial Intelligence Research and Development M. Villaret et al. (Eds.), Amsterdam, Netherlands : IOS Press , 2021Entidad financiadora
Ministerio de Ciencia e Innovación. Ramon y Cajal
Código del proyecto o subvención
RYC2019-027177-I/AEI/10.13039/501100011033
Derechos de acceso
info:eu-repo/semantics/openAccess