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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Type-3 Fuzzy Logic in Time Series Prediction
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Type-3 Fuzzy Logic in Time Series Prediction
Oscar Castillo, Patricia Melin (Broschiert, Englisch)
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Beschreibung
This book focuses on the field of type-3 fuzzy logic for applications in time series prediction. The main idea is that a higher type and order of fuzzy logic can help in solving various prediction problems and find better results. In addition, neural networks and fractal theory are employed in enhancing prediction results. In this regard, several hybrid intelligent methods are offered. In this… book we test the proposed methods using several prediction problems, like predicting COVID-19 and the stock market. We can notice that when Type-3 fuzzy systems are implemented to model the behavior of systems, the results in prediction are enhanced, because the management of uncertainty is better. For this reason, we consider in this book the proposed methods using type-3 fuzzy systems, neural networks and fractal theory to improve the prediction behavior of the complex nonlinear systems. This book is intended to be a reference for scientists and engineers interested in applying type-3 fuzzy logic techniques for solving complex prediction problems. This book can also be used as a reference for graduate courses like the following: soft computing, fuzzy logic, neural networks, bio-inspired algorithms, intelligent prediction, and similar ones. We consider that this book can also be used to get novel ideas for new lines of research, or to continue the lines of research proposed by the authors of the book. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
14.05.2024
Sprache
Englisch
EAN
9783031597138
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Applied Sciences and Technology
Sonderedition
Nein
Autor
Oscar Castillo, Patricia Melin
Seitenanzahl
99
Einbandart
Broschiert
Schlagwörter
Computational Intelligence, Type -3 Fuzzy Prediction, Type-3 Fuzzy Logic in Prediction, Type-3 Fuzzy Aggregation of Neural Networks, Optimal Type-3 Fuzzy Systems
Thema-Inhalt
UYQ - Künstliche Intelligenz
TBJ - Mathematik für Ingenieure
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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