Predicting Multivariate Time Series Using Subspace Echo State Network

Neural Processing Letters ◽

10.1007/s11063-013-9324-7 ◽

2013 ◽

Vol 41 (2) ◽

pp. 201-209 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Subspace Echo State Network for Multivariate Time Series Prediction

Neural Information Processing - Lecture Notes in Computer Science ◽

10.1007/978-3-642-34500-5_80 ◽

2012 ◽

pp. 681-688 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Broad echo state network for multivariate time series prediction

Journal of the Franklin Institute ◽

10.1016/j.jfranklin.2019.01.027 ◽

2019 ◽

Vol 356 (9) ◽

pp. 4888-4906 ◽

Author(s):

Xianshuang Yao ◽

Zhanshan Wang

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Adaptive Elastic Echo State Network for Multivariate Time Series Prediction

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2015.2467167 ◽

2016 ◽

Vol 46 (10) ◽

pp. 2173-2183 ◽

Author(s):

Meiling Xu ◽

Min Han

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Laplacian Echo State Network for Multivariate Time Series Prediction

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2016.2574963 ◽

2018 ◽

Vol 29 (1) ◽

pp. 238-244 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Data fusion combined with echo state network for multivariate time series prediction in complex electromechanical system

Computational and Applied Mathematics ◽

10.1007/s40314-018-0669-4 ◽

2018 ◽

Vol 37 (5) ◽

pp. 5920-5934 ◽

Author(s):

Yanjie Liang ◽

Zhiyong Gao ◽

Jianmin Gao ◽

Rongxi Wang ◽

Hao Zhao

Keyword(s):

Time Series ◽

Data Fusion ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Electromechanical System ◽

Echo State Network

Download Full-text

Functional deep echo state network improved by a bi-level optimization approach for multivariate time series classification

Applied Soft Computing ◽

10.1016/j.asoc.2021.107314 ◽

2021 ◽

pp. 107314

Author(s):

Zhaoke Huang ◽

Chunhua Yang ◽

Xiaofang Chen ◽

Xiaojun Zhou ◽

Guo Chen ◽

...

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Echo State Network ◽

Optimization Approach ◽

Time Series Classification

Download Full-text

Online prediction for multivariate time series by echo state network based on square-root cubature Kalman filter

Proceedings of the 33rd Chinese Control Conference ◽

10.1109/chicc.2014.6895801 ◽

2014 ◽

Author(s):

Meiling Xu ◽

Min Han

Keyword(s):

Time Series ◽

Kalman Filter ◽

Multivariate Time Series ◽

Echo State Network ◽

Square Root ◽

Cubature Kalman Filter ◽

Online Prediction

Download Full-text

An effective multivariate time series classification approach using echo state network and adaptive differential evolution algorithm

Expert Systems with Applications ◽

10.1016/j.eswa.2015.08.055 ◽

2016 ◽

Vol 43 ◽

pp. 237-249 ◽

Author(s):

Lin Wang ◽

Zhigang Wang ◽

Shan Liu

Keyword(s):

Time Series ◽

Differential Evolution ◽

Multivariate Time Series ◽

Differential Evolution Algorithm ◽

Echo State Network ◽

Time Series Classification ◽

Classification Approach ◽

Adaptive Differential Evolution ◽

Evolution Algorithm

Download Full-text

Prediction of multivariate time series with sparse Gaussian process echo state network

2013 Fourth International Conference on Intelligent Control and Information Processing (ICICIP) ◽

10.1109/icicip.2013.6568128 ◽

2013 ◽

Author(s):

Min Han ◽

Weijie Ren ◽

Meiling Xu

Keyword(s):

Time Series ◽

Gaussian Process ◽

Multivariate Time Series ◽

Echo State Network

Download Full-text

Discerning cognitive stages in a working memory and decision making task from human fMRI data using multivariate time series analysis

Frontiers in Computational Neuroscience ◽

10.3389/conf.fncom.2012.55.00228 ◽

2012 ◽

Vol 6 ◽

Author(s):

Durstewitz Daniel

Keyword(s):

Decision Making ◽

Working Memory ◽

Time Series ◽

Time Series Analysis ◽

Multivariate Time Series ◽

Fmri Data ◽

Series Analysis ◽

Multivariate Time Series Analysis

Download Full-text