Fuzzy Approaches for Soft Computing and Approximate Reasoning: Theories and Applications
Springer International Publishing (Verlag)
9783030543433 (ISBN)
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.
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.
| Erscheinungsdatum | 28.10.2021 |
|---|---|
| Reihe/Serie | Studies in Fuzziness and Soft Computing |
| Zusatzinfo | XX, 297 p. 49 illus., 32 illus. in color. |
| Verlagsort | Cham |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Gewicht | 492 g |
| Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
| Technik | |
| Schlagworte | Approximate Reasoning • Bernadette Bouchon-Meunier • Fuzziness • Fuzzy Systems • Soft Computing |
| ISBN-13 | 9783030543433 / 9783030543433 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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