R: Summarizing regsdml fits

summary.regsdml {dmlalg}

R Documentation

Summarizing regsdml fits

Description

This is a method for the class regsdml. It summarizes objects of class regsdml, which typically result from a function call to regsdml.

Usage

## S3 method for class 'regsdml'
summary(object,
    print_regsDML = NULL,
    print_safety = NULL,
    print_DML = NULL,
    print_regDML = NULL,
    print_regDML_all_gamma = !is.null(parm),
    parm = NULL,
    correlation = FALSE,
    print_gamma = FALSE, ...)

Arguments

`object`	An object of class `regsdml`. This object usually results from a function call to `regsdml`.
`print_regsDML`	A boolean. If `TRUE`, the results of the `regsDML` method are returned.
`print_safety`	A boolean. If `TRUE`, the results of the safety device are returned.
`print_DML`	A boolean. If `TRUE`, the results of the `DML` method are returned.
`print_regDML`	A boolean. If `TRUE`, the results of the `regDML` method with the optimal choice of `gamma` (including the factor `a_N`) are returned.
`print_regDML_all_gamma`	A boolean. If `TRUE`, the results specified by `parm` below are returned.
`parm`	A vector containing the indices for which `gamma`-values the results of the regularized DML estimator, whose results are stored in the list `regDML_all_gamma_statistics` of `object`, should be included in the summary output. If `parm` is specified, it is not necessary to specify `print_regDML_all_gamma`.
`correlation`	A boolean. If `TRUE`, the variance-covariance matrices of the coefficient estimates are displayed.
`print_gamma`	A boolean. If `TRUE`, the `gamma`-values are printed in brackets where the respective regularization methods achieved their optimum.
`...`	Further arguments passed to or from other methods.

Value

Summary statistics of the methods regsDML, the safety device, DML, regDML with the optimal choice of \gamma (including the factor a_N), and regDML with prespecified \gamma-values are returned by setting the respective arguments. It is possible to return the respective gamma-values and variance-covariance matrices.

If none of the printing arguments are set, only the results of regsDML are returned if they are available. If they are not available and none of the printing arguments are set, the results from all available methods are returned. If print_regsDML = FALSE, only the results from those methods are returned that are explicitly specified by the printing arguments.

Examples

## See example(regsdml) for examples