Stochastic Nonlinear Time Series Forecasting Using Time-Delay Reservoir Computers: Performance and Universality

SSRN Electronic Journal ◽

10.2139/ssrn.2350331 ◽

2013 ◽

Author(s):

Lyudmila Grigoryeva ◽

Julie Henriques ◽

Laurent Larger ◽

Juan-Pablo Ortega

Keyword(s):

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting

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Stochastic nonlinear time series forecasting using time-delay reservoir computers: Performance and universality

Neural Networks ◽

10.1016/j.neunet.2014.03.004 ◽

2014 ◽

Vol 55 ◽

pp. 59-71 ◽

Author(s):

Lyudmila Grigoryeva ◽

Julie Henriques ◽

Laurent Larger ◽

Juan-Pablo Ortega

Keyword(s):

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting

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Research on Nonlinear Time Series Forecasting of Time-Delay NN Embedded with Bayesian Regularization

Artificial Intelligence and Computational Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-642-05253-8_42 ◽

2009 ◽

pp. 379-388

Author(s):

Weijin Jiang ◽

Yusheng Xu ◽

Yuhui Xu ◽

Jianmin Wang

Keyword(s):

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting ◽

Bayesian Regularization

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Nonlinear time series forecasting of time-delay neural network embedded with Bayesian regularization

Applied Mathematics and Computation ◽

10.1016/j.amc.2008.05.064 ◽

2008 ◽

Vol 205 (1) ◽

pp. 123-132 ◽

Author(s):

Weijin Jiang ◽

Lianmei Zhang ◽

Pu Wang

Keyword(s):

Neural Network ◽

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting ◽

Bayesian Regularization

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A novel method for nonlinear time series forecasting of time-delay neural network

Wuhan University Journal of Natural Sciences ◽

10.1007/bf02829266 ◽

2006 ◽

Vol 11 (5) ◽

pp. 1357-1361 ◽

Author(s):

Jiang Weijin ◽

Xu Yuhui

Keyword(s):

Neural Network ◽

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting ◽

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Nonlinear Time Series Forecasting of Time-Delay Neural Network Embedded with Bayesian Regularization

2006 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2006.259149 ◽

2006 ◽

Author(s):

Jian-wei Xiang

Keyword(s):

Neural Network ◽

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting ◽

Bayesian Regularization

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A novel nonlinear time series forecasting of time-delay neural network

2009 IEEE International Conference on Granular Computing ◽

10.1109/grc.2009.5255115 ◽

2009 ◽

Author(s):

Weijin Jiang ◽

Yuhui Xu ◽

Dongpo Cao ◽

Fei Luo

Keyword(s):

Neural Network ◽

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting

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Efficient Time Series Forecasting Using Time Delay Neural Networks with Domain Pre-Transforms

2019 IEEE 62nd International Midwest Symposium on Circuits and Systems (MWSCAS) ◽

10.1109/mwscas.2019.8884826 ◽

2019 ◽

Author(s):

Masoumeh Kalantari Khandani ◽

Wasfy B. Mikhael

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting

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Design of Experiment to Optimize the Architecture of Deep Learning for Nonlinear Time Series Forecasting

Procedia Computer Science ◽

10.1016/j.procs.2018.10.528 ◽

2018 ◽

Vol 144 ◽

pp. 269-276 ◽

Author(s):

Suhartono ◽

Novri Suhermi ◽

Dedy Dwi Prastyo

Keyword(s):

Time Series ◽

Deep Learning ◽

Design Of Experiment ◽

Nonlinear Time Series ◽

Time Series Forecasting

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Determining the input time delay τ of a neural network for nonlinear time series prediction

Proceedings of the 2003 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.03EX693) ◽

10.1109/icmlc.2003.1259680 ◽

2004 ◽

Author(s):

Sheng Zhang ◽

Hong-Xing Liu ◽

Dun-Tang Gao ◽

Wei Wang

Keyword(s):

Neural Network ◽

Time Series ◽

Time Series Prediction ◽

Nonlinear Time Series ◽

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About the trade-off between accuracy and interpretability of Takagi-Sugeno models in the context of nonlinear time series forecasting

Interpretability Issues in Fuzzy Modeling - Studies in Fuzziness and Soft Computing ◽

10.1007/978-3-540-37057-4_17 ◽

2003 ◽

pp. 406-430 ◽

Author(s):

Antonio Fiordaliso

Keyword(s):

Time Series ◽

Nonlinear Time Series ◽

Time Series Forecasting ◽

Trade Off ◽

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