03121nam 22005535 450 991048319710332120251113192825.03-030-71098-X10.1007/978-3-030-71098-9(CKB)4100000011881137(MiAaPQ)EBC6539081(Au-PeEL)EBL6539081(OCoLC)1245923249(PPN)255289758(DE-He213)978-3-030-71098-9(EXLCZ)99410000001188113720210407d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierExplainable Fuzzy Systems Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems /by Jose Maria Alonso Moral, Ciro Castiello, Luis Magdalena, Corrado Mencar1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (253 pages) illustrationsStudies in Computational Intelligence,1860-9503 ;9703-030-71097-1 Includes bibliographical references and index.Toward Explainable Artificial Intelligence through Fuzzy Systems -- An Overview of Fuzzy Systems -- Interpretability Constraints and Criteria for Fuzzy Systems -- Revisiting Indexes for Assessing Interpretability of Fuzzy Systems -- Designing Interpretable Fuzzy Systems.The importance of Trustworthy and Explainable Artificial Intelligence (XAI) is recognized in academia, industry and society. This book introduces tools for dealing with imprecision and uncertainty in XAI applications where explanations are demanded, mainly in natural language. Design of Explainable Fuzzy Systems (EXFS) is rooted in Interpretable Fuzzy Systems, which are thoroughly covered in the book. The idea of interpretability in fuzzy systems, which is grounded on mathematical constraints and assessment functions, is firstly introduced. Then, design methodologies are described. Finally, the book shows with practical examples how to design EXFS from interpretable fuzzy systems and natural language generation. This approach is supported by open source software. The book is intended for researchers, students and practitioners who wish to explore EXFS from theoretical and practical viewpoints. The breadth ofcoverage will inspire novel applications and scientific advancements.Studies in Computational Intelligence,1860-9503 ;970Computational intelligenceArtificial intelligenceComputational IntelligenceArtificial IntelligenceComputational intelligence.Artificial intelligence.Computational Intelligence.Artificial Intelligence.006.33Alonso Moral Jose Maria848873MiAaPQMiAaPQMiAaPQBOOK9910483197103321Explainable fuzzy systems1895876UNINA