compare_bootstrap

This function generates a plot comparing the density estimates of the exact
and regular bootstrap distributions.

Researchers often use the bootstrap to understand a sample drawn
from a population with unknown distribution. The exact bootstrap method is a
practical tool for exploring the distribution of small sample size data. For
a sample of size n, the exact bootstrap method generates the entire space of
n to the power of n resamples and calculates all realizations of the selected
statistic. The 'exactamente' package includes functions for implementing two
bootstrap methods, the exact bootstrap and the regular bootstrap. The
exact_bootstrap() function applies the exact bootstrap method following
methodologies outlined in Kisielinska (2013) <doi:10.1007/s00180-012-0350-0>.
The regular_bootstrap() function offers a more traditional bootstrap approach,
where users can determine the number of resamples. The e_vs_r() function
allows users to directly compare results from these bootstrap methods. To
augment user experience, 'exactamente' includes the function exactamente_app()
which launches an interactive 'shiny' web application. This application
facilitates exploration and comparison of the bootstrap methods, providing
options for modifying various parameters and visualizing results.

Mackson Ncube

exactamente

Explore the Exact Bootstrap Method

mightymetrika, LLC 

compare_bootstrap function

<dl><dt>exact_bootstrap_distribution</dt>
<dd>An named list returned from
exact_bootstrap() with components dens$x (the coordinates of the points where
the density is estimated) and y (the estimated density values), representing
the density estimate of the exact bootstrap sample statistic.</dd>
<dt>regular_bootstrap_distribution</dt>
<dd>An named list returned from
reg_bootstrap() with components dens$x (the coordinates of the points where
the density is estimated) and y (the estimated density values), representing
the density estimate of the regular bootstrap sample statistic.</dd>
<dt>title</dt>
<dd>Plot title</dd></dl>

Arguments

Compare Bootstrap Distributions — compare_bootstrap

<dl>

<dt>exact_bootstrap_distribution</dt>
<dd>An named list returned from
exact_bootstrap() with components dens$x (the coordinates of the points where
the density is estimated) and y (the estimated density values), representing
the density estimate of the exact bootstrap sample statistic.</dd>


<dt>regular_bootstrap_distribution</dt>
<dd>An named list returned from
reg_bootstrap() with components dens$x (the coordinates of the points where
the density is estimated) and y (the estimated density values), representing
the density estimate of the regular bootstrap sample statistic.</dd>


<dt>title</dt>
<dd>Plot title</dd>

</dl>

compare_bootstrap: Compare Bootstrap Distributions

Description

Usage

Value

Arguments

Examples