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Bücher Wissen & Bildung Englische Bücher Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Clustering, Classification, and Time Series Prediction by Using Artificial Neural Networks
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Clustering, Classification, and Time Series Prediction by Using Artificial Neural Networks
Patricia Melin, Martha Ramirez, Oscar Castillo (Broschiert, Englisch)
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Beschreibung
This book provides a new model for clustering, classification, and time series prediction by using artificial neural networks to computationally simulate the behavior of the cognitive functions of the brain is presented. This model focuses on the study of intelligent hybrid neural systems and their use in time series analysis and decision support systems. Therefore, through the development of… eight case studies, multiple time series related to the following problems are analyzed: traffic accidents, air quality and multiple global indicators (energy consumption, birth rate, mortality rate, population growth, inflation, unemployment, sustainable development, and quality of life). The main contribution consists of a Generalized Type-2 fuzzy integration of multiple indicators (time series) using both supervised and unsupervised neural networks and a set of Type-1, Interval Type-2, and Generalized Type-2 fuzzy systems. The obtained results show the advantages of the proposed model of Generalized Type-2 fuzzy integration of multiple time series attributes. This book is intended to be a reference for scientists and engineers interested in applying type-2 fuzzy logic techniques for solving problems in classification and prediction. 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. 53,49 €
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Technische Daten
Erscheinungsdatum
28.09.2024
Sprache
Englisch
EAN
9783031711008
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Applied Sciences and Technology
Sonderedition
Nein
Autor
Patricia Melin, Martha Ramirez, Oscar Castillo
Seitenanzahl
74
Einbandart
Broschiert
Schlagwörter
Computational Intelligence, Clustering, Classification, Time Series Prediction, Artificial Neural Networks, Intelligent Hybrid Neural Systems
Thema-Inhalt
UYQ - Künstliche Intelligenz
TBJ - Mathematik für Ingenieure
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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