random_search_hyperparam {reservoirnet}

random_search_hyperparam

Description

Generate a hyperparameter simulation table using functions as input.

Usage

random_search_hyperparam(
  n = 100,
  ls_fct = list(ridge = function(n) 1e-05, input_scaling = function(n) 1, spectral_radius
    = function(n) rloguniform(n = n, min = 0.01, max = 10), leaking_rate = function(n)
    rloguniform(n = n, min = 0.001, max = 1))
)

Arguments

n

Number of search

ls_fct

A list of functions

Value

A dataframe of size n x 4. Each row is a different set of hyperparameters.

Examples

random_search_hyperparam(
  n = 100,
  ls_fct = list(
    ridge = function(n)
      1e-5,
    input_scaling = function(n)
      1,
    spectral_radius = function(n)
      rloguniform(n = n, min = 1e-2, max = 10),
    leaking_rate = function(n)
      rloguniform(n = n, min = 1e-3, max = 1)
  )
)