Use plateau method to choose the L1 penalty of HAL (average squared density)

Use plateau method to choose the L1 penalty of HAL (average squared density)

Use plateau method to choose the L1 penalty of HAL (average squared density)

Super class

TMLEbootstrap::tuneHyperparam -> avgDensityTuneHyperparam

Methods

Public methods

• avgDensityTuneHyperparam$new()

• avgDensityTuneHyperparam$add_lambda()

• avgDensityTuneHyperparam$clone()

Inherited methods

• TMLEbootstrap::tuneHyperparam$get_lambda()

• TMLEbootstrap::tuneHyperparam$get_lambda_df()

• TMLEbootstrap::tuneHyperparam$get_Psi_df()

• TMLEbootstrap::tuneHyperparam$get_value()

• TMLEbootstrap::tuneHyperparam$plot_CI()

• TMLEbootstrap::tuneHyperparam$plot_width()

• TMLEbootstrap::tuneHyperparam$select_lambda_pleateau_wald()

• TMLEbootstrap::tuneHyperparam$select_lambda_psi_grad()

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Method new()

Usage

avgDensityTuneHyperparam$new(bin_width, epsilon_step, ...)

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Method add_lambda()

Usage

avgDensityTuneHyperparam$add_lambda(
  lambda_grid = NULL,
  to_parallel = FALSE,
  ...
)

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Method clone()

The objects of this class are cloneable with this method.

Usage

avgDensityTuneHyperparam$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.