Modeling of Cortical Signals Using Optimized Echo State Networks with Leaky Integrator Neurons

Optimization and applications of echo state networks with leaky- integrator neurons

Neural Networks ◽

10.1016/j.neunet.2007.04.016 ◽

2007 ◽

Vol 20 (3) ◽

pp. 335-352 ◽

Cited By ~ 366

Author(s):

Herbert Jaeger ◽

Mantas Lukoševičius ◽

Dan Popovici ◽

Udo Siewert

Keyword(s):

Echo State Networks ◽

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society ◽

EEG-based event detection using optimized echo state networks with leaky integrator neurons

10.1109/embc.2014.6944960 ◽

2014 ◽

Cited By ~ 2

Author(s):

Sudhanshu S. D. P. Ayyagari ◽

Richard D. Jones ◽

Stephen J. Weddell

Keyword(s):

Event Detection ◽

Echo State Networks ◽

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

Optimized echo state networks with leaky integrator neurons for EEG-based microsleep detection

10.1109/embc.2015.7319215 ◽

2015 ◽

Cited By ~ 5

Author(s):

Sudhanshu S. D. P. Ayyagari ◽

Richard D. Jones ◽

Stephen J. Weddell

Keyword(s):

Echo State Networks ◽

Echo State Networks in Seasonal Streamflow Series Prediction

Learning and Nonlinear Models ◽

10.21528/lnlm-vol10-no3-art5 ◽

2012 ◽

Vol 10 (3) ◽

pp. 181-191 ◽

Cited By ~ 3

Author(s):

Hugo Valadares Siqueira ◽

Levy Boccato ◽

Romis Attux ◽

Christiano Lyra Filho

Keyword(s):

Echo State Networks ◽

Seasonal Streamflow

2020 Joint IEEE 10th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob) ◽

Language Acquisition with Echo State Networks: Towards Unsupervised Learning

10.1109/icdl-epirob48136.2020.9278041 ◽

2020 ◽

Author(s):

Thanh Trung Dinh ◽

Xavier Hinaut

Keyword(s):

Language Acquisition ◽

Unsupervised Learning ◽

Computational Modeling of Structural Synaptic Plasticity in Echo State Networks

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2021.3060466 ◽

2021 ◽

pp. 1-13

Author(s):

Xinjie Wang ◽

Yaochu Jin ◽

Kuangrong Hao

Keyword(s):

Synaptic Plasticity ◽

Computational Modeling ◽

Investigating Neural Activation Effects on Deep Belief Echo-State Networks for Prediction Toward Smart Ocean Environment Monitoring

Arabian Journal for Science and Engineering ◽

10.1007/s13369-020-05319-3 ◽

2021 ◽

Author(s):

Zhigang Li ◽

Jialin Wang ◽

Difei Cao ◽

Yingqi Li ◽

Xiaochuan Sun ◽

...

Keyword(s):

Neural Activation ◽

Environment Monitoring ◽

Echo State Networks ◽

Ocean Environment

ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

Leaky Integrator Dynamical Systems and Reachable Sets

10.1109/icassp39728.2021.9413667 ◽

2021 ◽

Author(s):

Brian Whiteaker ◽

Peter Gerstoft

Keyword(s):

Dynamical Systems ◽

Reachable Sets ◽

Echo State Networks used for Motor Control

Proceedings of the 2005 IEEE International Conference on Robotics and Automation ◽

10.1109/robot.2005.1570399 ◽

2006 ◽

Cited By ~ 29

Author(s):

M. Salmen ◽

P.G. Ploger

Keyword(s):

Motor Control ◽

Readouts for echo-state networks built using locally regularized orthogonal forward regression

Journal of Applied Statistics ◽

10.1080/02664763.2017.1305331 ◽

2017 ◽

Vol 45 (4) ◽

pp. 740-762 ◽

Cited By ~ 4

Author(s):

Ján Dolinský ◽

Kei Hirose ◽

Sadanori Konishi

Keyword(s):