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Record Nr. |
UNINA9910483053103321 |
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Titolo |
Fuzzy approaches for soft computing and approximate reasoning : theories and applications : dedicated to Bernadette Bouchon-Meunier / / Marie-Jeanne Lesot, Christophe Marsala, editors |
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Pubbl/distr/stampa |
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Cham, Switzerland : , : Springer, , [2021] |
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©2021 |
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ISBN |
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Edizione |
[1st ed. 2021.] |
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Descrizione fisica |
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1 online resource (XX, 297 p. 49 illus., 32 illus. in color.) |
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Collana |
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Studies in fuzziness and soft computing ; ; Volume 394 |
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Disciplina |
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Soggetti |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references. |
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Nota di contenuto |
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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. |
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Sommario/riassunto |
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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 |
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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. |
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