Use plateau method to choose the L1 penalty of HAL (blip variance)

Use plateau method to choose the L1 penalty of HAL (blip variance)

Use plateau method to choose the L1 penalty of HAL (blip variance)

Super class

TMLEbootstrap::tuneHyperparam -> blipVarContinuousYTuneHyperparam

Methods

Public methods

• blipVarContinuousYTuneHyperparam$new()

• blipVarContinuousYTuneHyperparam$add_lambda()

• blipVarContinuousYTuneHyperparam$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

blipVarContinuousYTuneHyperparam$new(...)

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Method add_lambda()

Usage

blipVarContinuousYTuneHyperparam$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

blipVarContinuousYTuneHyperparam$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.