Ensembles of type 2 fuzzy neural models and their optimization with bio-inspired algorithms for time series prediction
70,66 $

Ensembles of type 2 fuzzy neural models and their optimization with bio-inspired algorithms for time series prediction

OSCAR CASTILLO, PATRICIA MELIN, SOTO


Ensembles of type 2 fuzzy neural models and their optimization with bio-inspired algorithms for time series prediction

OSCAR CASTILLO, PATRICIA MELIN, SOTO

70,66 $ 70,66 $
Régulier: 70,66 $
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Résumé

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.

 


Détails
Titre
Ensembles of type 2 fuzzy neural models and their optimization with bio-inspired algorithms for time series prediction
Prix
70,66 $
Sujet
Format Poche
Non
Langue
Français/French
Date de publication
2017-11-19
ISBN
9783319712642
Code Interne
2390970
Numéro de produit
2390970
Format numérique
pdf
Disponibilité
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Protection
Adobe DRM
Entrepôt Numérique
NUMILOG

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