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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction - Couverture souple
Synopsis
Includes a brief introduction, where the intelligent techniques that are used, the main contribution, motivations, application, and a general description of the proposed methods are presented
Focuses on the fields of hybrid systems, fuzzy systems, bio-inspired algorithms and time series
Describes the construction of ensembles of Interval Type-2 Fuzzy Neural Networks (IT2FNN) models and the optimization of their fuzzy integrators with bio-inspired algorithms for time series prediction
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Computational Intelligence)
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization With Bio-inspired Algorithms for Time Series Prediction
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization With Bio-inspired Algorithms for Time Series Prediction
Edité par
Springer, 2017
ISBN 10 : 3319712632
ISBN 13 : 9783319712635
Ancien ou d'occasion
Couverture souple
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Computational Intelligence)
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Applied Sciences and Technology)
Vendeur : Chiron Media, Wallingford, Royaume-Uni
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Paperback. Etat : New. N° de réf. du vendeur 6666-IUK-9783319712635
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization With Bio-inspired Algorithms for Time Series Prediction
Vendeur : GreatBookPricesUK, Woodford Green, Royaume-Uni
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Computational Intelligence)
Vendeur : Books Puddle, New York, NY, Etats-Unis
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Etat : New. pp. VIII, 97 101 illus., 73 illus. in color. 1 Edition NO-PA16APR2015-KAP. N° de réf. du vendeur 26384557852
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction
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Berlin Springer International Publishing Springer Nov 2017, 2017
ISBN 10 : 3319712632
ISBN 13 : 9783319712635
Neuf
Taschenbuch
Vendeur : BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Allemagne
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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 97 pp. Englisch. N° de réf. du vendeur 9783319712635
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Applied Sciences and Technology)
Edité par
Springer, 2017
ISBN 10 : 3319712632
ISBN 13 : 9783319712635
Ancien ou d'occasion
paperback
Vendeur : Studibuch, Stuttgart, Allemagne
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paperback. Etat : Sehr gut. 108 Seiten; 9783319712635.2 Gewicht in Gramm: 500. N° de réf. du vendeur 639883
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Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction (SpringerBriefs in Computational Intelligence)
impression à la demandeVendeur : Majestic Books, Hounslow, Royaume-Uni
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Etat : New. Print on Demand pp. VIII, 97 101 illus., 73 illus. in color. N° de réf. du vendeur 379346115
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