| 书目名称 | Clustering, Classification, and Time Series Prediction by Using Artificial Neural Networks | | 编辑 | Patricia Melin,Martha Ramirez,Oscar Castillo | | 视频video | | | 概述 | Presents a new model for the clustering, classification, and time series prediction by using artificial neural networks .Focuses on the study of intelligent hybrid neural systems and their use in time | | 丛书名称 | SpringerBriefs in Applied Sciences and Technology | | 图书封面 |  | | 描述 | .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 solvin | | 出版日期 | Book 2024 | | 关键词 | Computational Intelligence; Clustering; Classification; Time Series Prediction ; Artificial Neural Netwo | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-031-71101-5 | | isbn_softcover | 978-3-031-71100-8 | | isbn_ebook | 978-3-031-71101-5Series ISSN 2191-530X Series E-ISSN 2191-5318 | | issn_series | 2191-530X | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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发表于 2025-3-21 19:56:34
