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Bootstrap p-values, including convenience functions for regression models.

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LICENSE.md
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mthulin/boot.pval

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This R package provides functions for computing bootstrap p-values based onboot objects, and convenience functions for bootstrap confidence intervals and p-values for various regression models.

Installation

To install the package from CRAN:

install.packages("boot.pval")

To install the development version from Github:

library(devtools)install_github("mthulin/boot.pval")

Features

boot.pval can be used to:

Background

p-values can be computed by inverting the corresponding confidence intervals, as described in Section 14.2 ofThulin (2024) and Section 3.12 inHall (1992). This package contains functions for computing bootstrap p-values in this way. The approach relies on the fact that:

  • The p-value of the two-sided test for the parameter theta is the smallest alpha such that theta is not contained in the corresponding 1-alpha confidence interval,
  • For a test of the parameter theta with significance level alpha, the set of values of theta that aren't rejected by the two-sided test (when used as the null hypothesis) is a 1-alpha confidence interval for theta.

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Bootstrap p-values, including convenience functions for regression models.

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Unknown, MIT licenses found

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MIT
LICENSE.md

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