Echo State Networks for Time Series Modeling and Forecasting


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Documentation for package ‘echos’ version 1.0.1

Help Pages

ESN Automatic train an Echo State Network
fitted.ESN Extract fitted values from a trained ESN
forecast.ESN Forecast a trained ESN
forecast_esn Forecast a trained Echo State Network
glance.ESN Summary of trained models during random search
is.esn Checks if object is of class "esn"
is.forecast_esn Checks if object is of class "forecast_esn"
m4_data M4 dataset
model_sum.ESN Provide a succinct summary of a trained ESN
plot.forecast_esn Plot point forecasts and actuals of a trained ESN model.
print.esn Print specification of the trained ESN model
report.ESN Provide a detailed summary of the trained ESN model
reservoir Return the reservoir from a trained ESN as tibble
residuals.ESN Extract residuals from a trained ESN
run_reservoir Run reservoir
summary.esn Provide a detailed summary of the trained ESN model
tidy.ESN Estimated coefficients
train_esn Train an Echo State Network