LEADER 03121nam 22005535 450 001 9910483197103321 005 20251113192825.0 010 $a3-030-71098-X 024 7 $a10.1007/978-3-030-71098-9 035 $a(CKB)4100000011881137 035 $a(MiAaPQ)EBC6539081 035 $a(Au-PeEL)EBL6539081 035 $a(OCoLC)1245923249 035 $a(PPN)255289758 035 $a(DE-He213)978-3-030-71098-9 035 $a(EXLCZ)994100000011881137 100 $a20210407d2021 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aExplainable Fuzzy Systems $ePaving the Way from Interpretable Fuzzy Systems to Explainable AI Systems /$fby Jose Maria Alonso Moral, Ciro Castiello, Luis Magdalena, Corrado Mencar 205 $a1st ed. 2021. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2021. 215 $a1 online resource (253 pages) $cillustrations 225 1 $aStudies in Computational Intelligence,$x1860-9503 ;$v970 311 08$a3-030-71097-1 320 $aIncludes bibliographical references and index. 327 $aToward Explainable Arti?cial 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. 330 $aThe importance of Trustworthy and Explainable Artificial Intelligence (XAI) is recognized in academia, industry and society. This book introduces tools for dealing with imprecision and uncertainty in XAI applications where explanations are demanded, mainly in natural language. Design of Explainable Fuzzy Systems (EXFS) is rooted in Interpretable Fuzzy Systems, which are thoroughly covered in the book. The idea of interpretability in fuzzy systems, which is grounded on mathematical constraints and assessment functions, is firstly introduced. Then, design methodologies are described. Finally, the book shows with practical examples how to design EXFS from interpretable fuzzy systems and natural language generation. This approach is supported by open source software. The book is intended for researchers, students and practitioners who wish to explore EXFS from theoretical and practical viewpoints. The breadth ofcoverage will inspire novel applications and scientific advancements. 410 0$aStudies in Computational Intelligence,$x1860-9503 ;$v970 606 $aComputational intelligence 606 $aArtificial intelligence 606 $aComputational Intelligence 606 $aArtificial Intelligence 615 0$aComputational intelligence. 615 0$aArtificial intelligence. 615 14$aComputational Intelligence. 615 24$aArtificial Intelligence. 676 $a006.33 700 $aAlonso Moral$b Jose Maria$0848873 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910483197103321 996 $aExplainable fuzzy systems$91895876 997 $aUNINA