simulate_data

Generate synthetic data as in the simulation study of Centofanti et al. (2022).

Implements the smooth LASSO estimator for the function-on-function linear regression model described in Centofanti et al. (2022) <doi:10.1016/j.csda.2022.107556>.

Fabio Centofanti

slasso

S-LASSO Estimator for the Function-on-Function Linear Regression

simulate_data function

<dl><dt>scenario</dt>
<dd>A character strings indicating the scenario considered. It could be "Scenario I", "Scenario II", "Scenario III", and "Scenario IV".</dd>
<dt>n_obs</dt>
<dd>Number of observations.</dd>
<dt>type_x</dt>
<dd>Covariate generating mechanism, either Bspline or Brownian.</dd></dl>

Arguments

Simulate data through the function-on-function linear regression model — simulate_data

<dl>

<dt>scenario</dt>
<dd>A character strings indicating the scenario considered. It could be "Scenario I", "Scenario II", "Scenario III", and "Scenario IV".</dd>


<dt>n_obs</dt>
<dd>Number of observations.</dd>


<dt>type_x</dt>
<dd>Covariate generating mechanism, either Bspline or Brownian.</dd>

</dl>

simulate_data: Simulate data through the function-on-function linear regression model

Description

Usage

Value

Arguments

References

Examples