46 citations · 97 across the 3 of their papers we have counts for
3 papers
Forecasting trends in food security with real time data
Joschka Herteux, Christoph Räth, Giulia Martini +4
Early warning systems are an essential tool for effective humanitarian action. Advance warnings on impending disasters facilitate timely and targeted response which help save lives…
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…
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…