Robustness of LSTM neural networks for multi-step forecasting of chaotic time series

Chaos Solitons & Fractals ◽

10.1016/j.chaos.2020.110045 ◽

2020 ◽

Vol 139 ◽

pp. 110045 ◽

Author(s):

Matteo Sangiorgio ◽

Fabio Dercole

Keyword(s):

Neural Networks ◽

Time Series ◽

Chaotic Time Series

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Synergy of chaos theory and artificial neural networks in chaotic time series forecasting

International Journal of Applied Management Science ◽

10.1504/ijams.2011.040230 ◽

2011 ◽

Vol 3 (2) ◽

pp. 121

Author(s):

Muhammad Ardalani Farsa ◽

Saeed Zolfaghari

Keyword(s):

Neural Networks ◽

Time Series ◽

Artificial Neural Networks ◽

Chaos Theory ◽

Time Series Forecasting ◽

Chaotic Time Series ◽

Artificial Neural

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Modelling Chaotic Time Series Using Recursive Deep Self-organising Neural Networks

Machine Learning, Optimization, and Data Science - Lecture Notes in Computer Science ◽

10.1007/978-3-030-37599-7_55 ◽

2019 ◽

pp. 667-675

Author(s):

Erik Berglund

Keyword(s):

Neural Networks ◽

Time Series ◽

Chaotic Time Series

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Chaotic time series prediction with residual analysis method using hybrid Elman–NARX neural networks

Neurocomputing ◽

10.1016/j.neucom.2010.06.004 ◽

2010 ◽

Vol 73 (13-15) ◽

pp. 2540-2553 ◽

Author(s):

Muhammad Ardalani-Farsa ◽

Saeed Zolfaghari

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Residual Analysis ◽

Chaotic Time Series ◽

Analysis Method ◽

Chaotic Time Series Prediction

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Chaotic Time Series Prediction Based on Evolving Recurrent Neural Networks

2007 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2007.4370752 ◽

2007 ◽

Author(s):

Qian-Li Ma ◽

Qi-Lun Zheng ◽

Hong Peng ◽

Tan-Wei Zhong ◽

Li-Qiang Xu

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Time Series Prediction ◽

Chaotic Time Series ◽

Chaotic Time Series Prediction

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Chaotic Time Series Forecasting using Emotional Learning-Based Neural Networks

2019 6th International Conference on Control, Instrumentation and Automation (ICCIA) ◽

10.1109/iccia49288.2019.9030986 ◽

2019 ◽

Author(s):

Fatemeh Amani ◽

Roya Amjadifard

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Chaotic Time Series ◽

Emotional Learning

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Optimization of Artificial Neural Networks Based on Chaotic Time Series in Power Load Forecasting Model

2008 Fourth International Conference on Natural Computation ◽

10.1109/icnc.2008.777 ◽

2008 ◽

Author(s):

Yong-li Wang ◽

Dong-xiao Niu ◽

Jiang-yan Liu

Keyword(s):

Neural Networks ◽

Time Series ◽

Artificial Neural Networks ◽

Load Forecasting ◽

Chaotic Time Series ◽

Forecasting Model ◽

Power Load Forecasting ◽

Artificial Neural

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Multi-step-ahead chaotic time series prediction using coevolutionary recurrent neural networks

2016 IEEE Congress on Evolutionary Computation (CEC) ◽

10.1109/cec.2016.7744179 ◽

2016 ◽

Author(s):

Shamina Hussein ◽

Rohitash Chandra ◽

Anuraganand Sharma

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Time Series Prediction ◽

Chaotic Time Series ◽

Chaotic Time Series Prediction

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TAGUCHI'S DESIGN OF EXPERIMENT IN COMBINATION SELECTION FOR A CHAOTIC TIME SERIES FORECASTING METHOD USING ENSEMBLE ARTIFICIAL NEURAL NETWORKS

Cybernetics & Systems ◽

10.1080/01969722.2013.789653 ◽

2013 ◽

Vol 44 (4) ◽

pp. 351-377 ◽

Author(s):

Muhammad Ardalani-Farsa ◽

Saeed Zolfaghari

Keyword(s):

Neural Networks ◽

Time Series ◽

Artificial Neural Networks ◽

Design Of Experiment ◽

Time Series Forecasting ◽

Chaotic Time Series ◽

Forecasting Method ◽

Selection For ◽

Artificial Neural ◽

Combination Selection

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Forecasting Chaotic Time Series and Plasma Disruption Instabilities by Using Artificial Neural Networks

10.21528/cbrn2001-020 ◽

2016 ◽

Author(s):

Kenya Andr�sia de Oliveira ◽

�lvaro Vannucci ◽

Elton Cesar da Silva

Keyword(s):

Neural Networks ◽

Time Series ◽

Artificial Neural Networks ◽

Chaotic Time Series ◽

Plasma Disruption ◽

Artificial Neural

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Discrete Time Dynamic Neural Networks for Predicting Chaotic Time Series

Journal of Artificial Intelligence ◽

10.3923/jai.2014.24.34 ◽

2013 ◽

Vol 7 (1) ◽

pp. 24-34 ◽

Author(s):

Forough Marzban ◽

Ramin Ayanzadeh ◽

Pouria Marzban

Keyword(s):

Neural Networks ◽

Time Series ◽

Discrete Time ◽

Chaotic Time Series ◽

Dynamic Neural Networks ◽

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