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

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

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

Super class

TMLEbootstrap::tuneHyperparam -> AteTuneHyperparam

Methods

Public methods

• ateTuneHyperparam$new()

• ateTuneHyperparam$add_lambda()

• ateTuneHyperparam$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

ateTuneHyperparam$new(..., family_y)

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Method add_lambda()

Usage

ateTuneHyperparam$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

ateTuneHyperparam$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.