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XAI: a Natural Application Domain for Fuzzy Set Theory

Bernadette Bouchon-Meunier 1 Anne Laurent 2 Marie-Jeanne Lesot 1 
2 WEB3 - WEB Architecture x Semantic WEB x WEB of Data
LIRMM - Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier
Abstract : As digital systems cover all personal and professional activities, artificial intelligence is now everywhere. In this context, it is crucial for systems and decisions to be understandable for humans, in a human-in-the-loop process. This global objective is known as eXplainable Artificial Intelligence (XAI). In this chapter, we argue that fuzzy logic is a key concept for XAI as it offers a theoretical framework that is closer than many others to human cognition, human reasoning and human intuitions. We exemplify the many advantages fuzzy logic offers to the XAI domain.
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Submitted on : Wednesday, December 22, 2021 - 7:29:03 PM
Last modification on : Thursday, October 13, 2022 - 8:27:17 AM



Bernadette Bouchon-Meunier, Anne Laurent, Marie-Jeanne Lesot. XAI: a Natural Application Domain for Fuzzy Set Theory. Alice E. Smith (ed.). Women in Computational Intelligence, Key Advances and Perspectives on Emerging Topics, Springer, pp.23-49, 2022, Women in Engineering and Science (WES), 978-3-030-79091-2. ⟨10.1007/978-3-030-79092-9_2⟩. ⟨hal-03501009⟩



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