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Bibliographic Details
Main Authors: Del Frate, Enrico, Shirin, Afroza, Sorrentino, Francesco
Format: Preprint
Published: 2021
Subjects:
Online Access:https://arxiv.org/abs/2108.12765
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Table of Contents:
  • We investigate the effects of application of random time-shifts to the readouts of a reservoir computer in terms of both accuracy (training error) and performance (testing error.) For different choices of the reservoir parameters and different `tasks', we observe a substantial improvement in both accuracy and performance. We then develop a simple but effective technique to optimize the choice of the time-shifts, which we successfully test in numerical experiments.