Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction

Name: Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction
SKU: 27262953
Price: 136.99 AUD
Availability: InStock

By:

Format:

Paperback / softback

Series:

Springerbriefs in Applied Sciences and Technology

Show Hide Adult Content

$136.99

Available from supplier

Usually ships in 3-4 weeks

0 in Trolley

Price Match

Buy Now, Pay Later with:

4 payments of $34.25 with Afterpay Learn more

Availability

Delivering to:

Estimated arrival:

Around 4-14 June using International Courier

Description

This book focuses on the fields of hybrid intelligent systems based on fuzzy systems, neural networks, bio-inspired algorithms and time series. This book describes the construction of ensembles of Interval Type-2 Fuzzy Neural Networks models and the optimization of their fuzzy integrators with bio-inspired algorithms for time series prediction. Interval type-2 and type-1 fuzzy systems are used to integrate the outputs of the Ensemble of Interval Type-2 Fuzzy Neural Network models. Genetic Algorithms and Particle Swarm Optimization are the Bio-Inspired algorithms used for the optimization of the fuzzy response integrators. The Mackey-Glass, Mexican Stock Exchange, Dow Jones and NASDAQ time series are used to test of performance of the proposed method. Prediction errors are evaluated by the following metrics: Mean Absolute Error, Mean Square Error, Root Mean Square Error, Mean Percentage Error and Mean Absolute Percentage Error. The proposed prediction model outperforms state of the art methods in predicting the particular time series considered in this work.

Release date Australia

November 28th, 2017

Author

Series

Springerbriefs in Applied Sciences and Technology

Pages

Edition

1st ed. 2018

Audience

Professional & Vocational

Illustrations

73 Illustrations, color; 28 Illustrations, black and white; VIII, 97 p. 101 illus., 73 illus. in color.

ISBN-13

9783319712635

Product ID

27262953

Customer reviews

Nobody has reviewed this product yet. You could be the first!

Write a Review

Marketplace listings

There are no Marketplace listings available for this product currently.
Already own it? Create a free listing and pay just 9% commission when it sells!

Sell Yours Here