2 papers
cs.NE2025
Reservoir computing with large valid prediction time for the Lorenz system
Lauren A Hurley, Sean E Shaheen
We study the dependence of the Valid Prediction Time (VPT) of Reservoir Computers (RCs) on hyperparameters including the regularization coefficient, reservoir size, and spectral ra…
cs.NE2023
Tuning the activation function to optimize the forecast horizon of a reservoir computer
Lauren A. Hurley, Juan G. Restrepo, Sean E. Shaheen
Reservoir computing is a machine learning framework where the readouts from a nonlinear system (the reservoir) are trained so that the output from the reservoir, when forced with a…