Fuzzy approaches for soft computing and approximate reasoning : theories and applications : dedicated to Bernadette Bouchon-Meunier /


Marie-Jeanne Lesot, Christophe Marsala, editors.
Bok Engelsk 2021 · Electronic books.
Annen tittel
Medvirkende
Utgitt
Springer International Publishing
Omfang
1 online resource (XX, 297 p. 49 illus., 32 illus. in color.)
Utgave
1st ed. 2021.
Opplysninger
Chapter 1: The Fuzzy Theoretic Turn -- Chapter 2: Membership functions -- Chapter 3: The evolution of the notion of overlap functions -- Chapter 4: Interpolative reasoning: valid, specificity-gradual -- Chapter 5: A similarity-based three-valued modal logic approach to reason with prototypes and counterexamples -- Chapter 6: Analogy -- Chapter 7: The role of the context in decision and optimization problems -- Chapter 8: Decision rules under vague and uncertain information -- Chapter 9: Abstract Models for Systems Identification -- Chapter 10: Fuzzy Systems Interpretability: What, Why and How -- Chapter 11: Fuzzy Clustering Models and Their Related Concepts.. - This book gathers cutting-edge papers in the area of Computational Intelligence, presented by specialists, and covering all major trends in the research community in order to provide readers with a rich primer. It presents an overview of various soft computing topics and approximate reasoning-based approaches, both from theoretical and applied perspectives. Numerous topics are covered: fundamentals aspects of fuzzy sets theory, reasoning approaches (interpolative, analogical, similarity-based), decision and optimization theory, fuzzy databases, soft machine learning, summarization, interpretability and XAI. Moreover, several application-based papers are included, e.g. on image processing, semantic web and intelligent tutoring systems. This book is dedicated to Bernadette Bouchon-Meunier in honor of her achievements in Computational Intelligence, which, throughout her career, have included profuse and diverse collaborations, both thematically and geographically.
Emner
Sjanger
Dewey
ISBN
3-030-54341-2

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