2 papers
physics.data-an2020
Breaking Symmetries of the Reservoir Equations in Echo State Networks
Joschka Herteux, Christoph Räth
Reservoir computing has repeatedly been shown to be extremely successful in the prediction of nonlinear time-series. However, there is no complete understanding of the proper desig…
physics.data-an2020
Reducing network size and improving prediction stability of reservoir computing
Alexander Haluszczynski, Jonas Aumeier, Joschka Herteux +1
Reservoir computing is a very promising approach for the prediction of complex nonlinear dynamical systems. Besides capturing the exact short-term trajectories of nonlinear systems…