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

  • Jesus Soto
  • Patricia Melin
  • Oscar Castillo

Part of the SpringerBriefs in Applied Sciences and Technology book series (BRIEFSAPPLSCIENCES)

Also part of the SpringerBriefs in Computational Intelligence book sub series (BRIEFSINTELL)

Table of contents

  1. Front Matter
    Pages i-viii
  2. Jesus Soto, Patricia Melin, Oscar Castillo
    Pages 1-3
  3. Jesus Soto, Patricia Melin, Oscar Castillo
    Pages 5-15
  4. Jesus Soto, Patricia Melin, Oscar Castillo
    Pages 17-34
  5. Jesus Soto, Patricia Melin, Oscar Castillo
    Pages 35-86
  6. Jesus Soto, Patricia Melin, Oscar Castillo
    Pages 87-88
  7. Back Matter
    Pages 89-97

About this book

Introduction

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.

 

Keywords

Computational Intelligence Intelligent Systems Fuzzy Systems Hybrid Systems Type 2 Fuzzy Neural Models

Authors and affiliations

  • Jesus Soto
    • 1
  • Patricia Melin
    • 2
  • Oscar Castillo
    • 3
  1. 1.Division of Graduate StudiesTijuana Institute of TechnologyTijuanaMexico
  2. 2.Division of Graduate StudiesTijuana Institute of TechnologyTijuanaMexico
  3. 3.Division of Graduate StudiesTijuana Institute of TechnologyTijuanaMexico

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-71264-2
  • Copyright Information The Author(s) 2018
  • Publisher Name Springer, Cham
  • eBook Packages Engineering
  • Print ISBN 978-3-319-71263-5
  • Online ISBN 978-3-319-71264-2
  • Series Print ISSN 2191-530X
  • Series Online ISSN 2191-5318
  • Buy this book on publisher's site
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