Applications of Soft Computing in Time Series Forecasting

Simulation and Modeling Techniques

Nonfiction, Science & Nature, Science, Physics, Chaotic Behavior, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Applications of Soft Computing in Time Series Forecasting by Pritpal Singh, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Pritpal Singh ISBN: 9783319262932
Publisher: Springer International Publishing Publication: November 22, 2015
Imprint: Springer Language: English
Author: Pritpal Singh
ISBN: 9783319262932
Publisher: Springer International Publishing
Publication: November 22, 2015
Imprint: Springer
Language: English

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.

 

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

 

More books from Springer International Publishing

Cover of the book Recent Developments in Mechatronics and Intelligent Robotics by Pritpal Singh
Cover of the book Diagnosis of Blood and Bone Marrow Disorders by Pritpal Singh
Cover of the book Security, Privacy, and Applied Cryptography Engineering by Pritpal Singh
Cover of the book Ramanujan's Lost Notebook by Pritpal Singh
Cover of the book English for Academic Correspondence by Pritpal Singh
Cover of the book Atlas of Head and Neck Endocrine Disorders by Pritpal Singh
Cover of the book Cleft Lip and Palate Treatment by Pritpal Singh
Cover of the book Lime Hemp and Rice Husk-Based Concretes for Building Envelopes by Pritpal Singh
Cover of the book An Introduction to Place-Based Development Economics and Policy by Pritpal Singh
Cover of the book Multicomponent Silicides for Thermoelectric Materials by Pritpal Singh
Cover of the book The Transformation of British and American Naval Policy in the Pre-Dreadnought Era by Pritpal Singh
Cover of the book Spectrum Sharing Between Radars and Communication Systems by Pritpal Singh
Cover of the book Revolutionizing Economic and Democratic Systems by Pritpal Singh
Cover of the book Lagrangian Oceanography by Pritpal Singh
Cover of the book Corporate Social Responsibility in Times of Crisis by Pritpal Singh
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy