ESN: Train an Echo State Network

In echos: Echo State Networks for Time Series Modeling and Forecasting

Train an Echo State Network

Description

Train an Echo State Network (ESN) to a univariate time series. The function automatically manages data pre-processing, reservoir generation (i.e., internal states) and model estimation and selection. The function is a wrapper for train_esn() and intended to be used in combination with fabletools::model().

Usage

ESN(formula, ...)

Arguments

formula	Model specification (currently not in use).
...	Further arguments passed to train_esn().

Value

An object of class ESN.

Examples

library(tsibble)
library(fable)
AirPassengers %>%
as_tsibble() %>%
model("ESN" = ESN(value))

echos documentation built on June 23, 2025, 5:09 p.m.