CRAN/E | npboottprm

npboottprm

Nonparametric Bootstrap Test with Pooled Resampling

Installation

About

Addressing crucial research questions often necessitates a small sample size due to factors such as distinctive target populations, rarity of the event under study, time and cost constraints, ethical concerns, or group-level unit of analysis. Many readily available analytic methods, however, do not accommodate small sample sizes, and the choice of the best method can be unclear. The 'npboottprm' package enables the execution of nonparametric bootstrap tests with pooled resampling to help fill this gap. Grounded in the statistical methods for small sample size studies detailed in Dwivedi, Mallawaarachchi, and Alvarado (2017) doi:10.1002/sim.7263, the package facilitates a range of statistical tests, encompassing independent t-tests, paired t-tests, and one-way Analysis of Variance (ANOVA) F-tests. The nonparboot() function undertakes essential computations, yielding detailed outputs which include test statistics, effect sizes, confidence intervals, and bootstrap distributions. Further, 'npboottprm' incorporates an interactive 'shiny' web application, nonparboot_app(), offering intuitive, user-friendly data exploration.

github.com/mightymetrika/npboottprm
Bug report File report

Key Metrics

Version 0.2.1
R ≥ 2.10
Published 2024-02-23 229 days ago
Needs compilation? no
License MIT
License File
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Maintainer

Maintainer

Mackson Ncube

Authors

Mackson Ncube

aut / cre

mightymetrika
LLC

cph / fnd

Material

README
NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

npboottprm archive

Depends

R ≥ 2.10

Imports

DT
fGarch
ggplot2
lmPerm
MASS
MKinfer
shiny
shinythemes
sn

Suggests

testthat ≥ 3.0.0

Reverse Imports

bootwar
npboottprmFBar