Echo State Networks for Time Series Modeling and Forecasting


[Up] [Top]

Documentation for package ‘echos’ version 1.0.2

Help Pages

ESN Train an Echo State Network
filter_esn Filter ESN models
fitted.ESN Extract fitted values from a trained ESN
forecast.ESN Forecast an Echo State Network
forecast_esn Forecast an 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 Model specification of a trained ESN model
plot.esn Plot internal states of a trained ESN model
plot.forecast_esn Plot forecasts of a trained ESN model
print.esn Print model 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
synthetic_data Synthetic data
tidy.ESN Estimated coefficients
train_esn Train an Echo State Network