Time series prediction using ensembles of ANFIS models with genetic optimization of interval type-2 and type-1 fuzzy integrators

Jesus Soto; Patricia Melin; Oscar Castillo

doi:10.3233/his-140196

Time series prediction using ensembles of ANFIS models with genetic optimization of interval type-2 and type-1 fuzzy integrators

International Journal of Hybrid Intelligent Systems ◽

10.3233/his-140196 ◽

2014 ◽

Vol 11 (3) ◽

pp. 211-226 ◽

Cited By ~ 31

Author(s):

Jesus Soto ◽

Patricia Melin ◽

Oscar Castillo

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Genetic Optimization ◽

Interval Type

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Genetic Optimization of Type-1 and Interval Type-2 Fuzzy Integrators in Ensembles of ANFIS Models for Time Series Prediction

Recent Developments and New Direction in Soft-Computing Foundations and Applications - Studies in Fuzziness and Soft Computing ◽

10.1007/978-3-319-32229-2_24 ◽

2016 ◽

pp. 331-351

Author(s):

Jesus Soto ◽

Patricia Melin ◽

Oscar Castillo

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Genetic Optimization ◽

Interval Type

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Time series prediction using ensembles of neuro-fuzzy models with interval type-2 and type-1 fuzzy integrators

The 2013 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2013.6706736 ◽

2013 ◽

Cited By ~ 6

Author(s):

Jesus Soto ◽

Patricia Melin ◽

Oscar Castillo

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Fuzzy Models ◽

Neuro Fuzzy ◽

Interval Type

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A new approach for time series prediction using ensembles of ANFIS models with interval type-2 and type-1 fuzzy integrators

2013 IEEE Conference on Computational Intelligence for Financial Engineering & Economics (CIFEr) ◽

10.1109/cifer.2013.6611699 ◽

2013 ◽

Cited By ~ 9

Author(s):

Jesus Soto ◽

Patricia Melin ◽

Oscar Castillo

Keyword(s):

Time Series ◽

Time Series Prediction ◽

New Approach ◽

Interval Type

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Automatic Generation of Type-1 and Interval Type-2 Membership Functions for Prediction of Time Series Data

Lecture Notes in Computer Science - Advances in Artificial Intelligence - IBERAMIA 2016 ◽

10.1007/978-3-319-47955-2_29 ◽

2016 ◽

pp. 353-364

Author(s):

Andréia Alves dos Santos Schwaab ◽

Silvia Modesto Nassar ◽

Paulo José de Freitas Filho

Keyword(s):

Time Series ◽

Time Series Data ◽

Automatic Generation ◽

Series Data ◽

Membership Functions ◽

Interval Type

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Optimization of the Interval Type-2 Fuzzy Integrators in Ensembles of ANFIS Models for Time Series Prediction: Case of the Mexican Stock Exchange

Design of Intelligent Systems Based on Fuzzy Logic, Neural Networks and Nature-Inspired Optimization - Studies in Computational Intelligence ◽

10.1007/978-3-319-17747-2_3 ◽

2015 ◽

pp. 27-45 ◽

Cited By ~ 2

Author(s):

Jesus Soto ◽

Patricia Melin

Keyword(s):

Time Series ◽

Stock Exchange ◽

Time Series Prediction ◽

Interval Type

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Ensemble Neural Network with Type-1 and Type-2 Fuzzy Integration for Time Series Prediction and Its Optimization with PSO

Imprecision and Uncertainty in Information Representation and Processing - Studies in Fuzziness and Soft Computing ◽

10.1007/978-3-319-26302-1_22 ◽

2015 ◽

pp. 375-388 ◽

Cited By ~ 1

Author(s):

Patricia Melin ◽

Martha Pulido ◽

Oscar Castillo

Keyword(s):

Neural Network ◽

Time Series ◽

Time Series Prediction ◽

Ensemble Neural Network

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Two Factors High Order Non Singleton Type-1 and Interval Type-2 Fuzzy Systems for Forecasting Time Series with Genetic Algorithm

Advances in Time Series Forecasting - Advances in Time Series Forecasting Volume 2 ◽

10.2174/9781681085289117020005 ◽

2017 ◽

pp. 37-75

Keyword(s):

Genetic Algorithm ◽

Time Series ◽

Fuzzy Systems ◽

High Order ◽

Two Factors ◽

Interval Type

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Secondary factor induced wind speed time-series prediction using self-adaptive interval type-2 fuzzy sets with error correction

Energy Reports ◽

10.1016/j.egyr.2021.09.150 ◽

2021 ◽

Vol 7 ◽

pp. 7030-7047

Author(s):

Ya-Ni Lu ◽

Yu-Long Bai ◽

Li-Hong Tang ◽

Wen-Di Wan ◽

Yong-Jie Ma

Keyword(s):

Time Series ◽

Wind Speed ◽

Fuzzy Sets ◽

Error Correction ◽

Time Series Prediction ◽

Secondary Factor ◽

Interval Type ◽

Self Adaptive

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Genetic Optimization of Type-2 Fuzzy Integrators in Ensembles of ANFIS Models for Time Series Prediction

Studies in Computational Intelligence - Recent Advances on Hybrid Approaches for Designing Intelligent Systems ◽

10.1007/978-3-319-05170-3_6 ◽

2014 ◽

pp. 79-97 ◽

Cited By ~ 1

Author(s):

Jesus Soto ◽

Patricia Melin

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Genetic Optimization

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Application of interval type-2 fuzzy neural networks in non-linear identification and time series prediction

Soft Computing ◽

10.1007/s00500-013-1139-y ◽

2013 ◽

Vol 18 (6) ◽

pp. 1213-1224 ◽

Cited By ~ 52

Author(s):

Oscar Castillo ◽

Juan R. Castro ◽

Patricia Melin ◽

Antonio Rodriguez-Diaz

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Fuzzy Neural Networks ◽

Non Linear ◽

Fuzzy Neural ◽

Interval Type

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