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Studies in Fuzziness and Soft Computing

Applications of Soft Computing in Time Series Forecasting

Simulation and Modeling Techniques

Authors: Singh, Pritpal

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  • Provides the readers with the necessary theoretical background and practical tools for designing time series forecasting models using a combination of soft computing techniques
  • Presents improved methods for fuzzy time series modeling
  • Includes a detailed analysis of the reported models, from their formulation, to the empirical tests, including their performance measures
  • Shows a model implementation for summer monsoon rainfall prediction
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eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-319-26293-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-319-26292-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $109.99
price for USA in USD
  • ISBN 978-3-319-38726-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book reports on an in-depth study of fuzzy time series (FTS) modeling. It reviews and summarizes previous research work in FTS modeling and also provides a brief introduction to other soft-computing techniques, such as artificial neural networks (ANNs), rough sets (RS) and evolutionary computing (EC), focusing on how these techniques can be integrated into different phases of the FTS modeling approach. In particular, the book describes novel methods resulting from the hybridization of FTS modeling approaches with neural networks and particle swarm optimization. It also demonstrates how a new ANN-based model can be successfully applied in the context of predicting Indian summer monsoon rainfall. Thanks to its easy-to-read style and the clear explanations of the models, the book can be used as a concise yet comprehensive reference guide to fuzzy time series modeling, and will be valuable not only for graduate students, but also for researchers and professionals working for academic, business and government organizations.

 

Table of contents (8 chapters)

Table of contents (8 chapters)

Buy this book

eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-319-26293-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-319-26292-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $109.99
price for USA in USD
  • ISBN 978-3-319-38726-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Applications of Soft Computing in Time Series Forecasting
Book Subtitle
Simulation and Modeling Techniques
Authors
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
330
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-26293-2
DOI
10.1007/978-3-319-26293-2
Hardcover ISBN
978-3-319-26292-5
Softcover ISBN
978-3-319-38726-0
Series ISSN
1434-9922
Edition Number
1
Number of Pages
XXI, 158
Number of Illustrations
10 b/w illustrations, 14 illustrations in colour
Topics