Package: welchADF 0.3.2

Pablo J. Villacorta

welchADF: Welch-James Statistic for Robust Hypothesis Testing under Heterocedasticity and Non-Normality

Implementation of Johansen's general formulation of Welch-James's statistic with Approximate Degrees of Freedom, which makes it suitable for testing any linear hypothesis concerning cell means in univariate and multivariate mixed model designs when the data pose non-normality and non-homogeneous variance. Some improvements, namely trimmed means and Winsorized variances, and bootstrapping for calculating an empirical critical value, have been added to the classical formulation. The code departs from a previous SAS implementation by L.M. Lix and H.J. Keselman, available at <http://supp.apa.org/psycarticles/supplemental/met_13_2_110/SAS_Program.pdf> and published in Keselman, H.J., Wilcox, R.R., and Lix, L.M. (2003) <doi:10.1111/1469-8986.00060>.

Authors:Pablo J. Villacorta <[email protected]>

welchADF_0.3.2.tar.gz
welchADF_0.3.2.tar.gz(r-4.5-noble)welchADF_0.3.2.tar.gz(r-4.4-noble)
welchADF_0.3.2.tgz(r-4.4-emscripten)welchADF_0.3.2.tgz(r-4.3-emscripten)
welchADF.pdf |welchADF.html
welchADF/json (API)

# Install 'welchADF' in R:
install.packages('welchADF', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • adhdData - Children's reaction times (milliseconds) to stimuli of different nature, arranged with four response columns.
  • adhdData2 - Children's reaction times (milliseconds) to stimuli of different nature, arranged with one single response column and taking the multi-variate response as an explicit within-subjects factor.
  • miceData - Number of visits and time spent in different tunnels of laboratory mice
  • perceptionData - Number of puzzles 42 students were able to solve
  • womenStereotypeData - Students' scores (men and women) on an arithmetic test

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.08 score 12 scripts 175 downloads 1 exports 10 dependencies

Last updated 5 years agofrom:35c90baa48. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 02 2024
R-4.5-linuxOKNov 02 2024

Exports:welchADF.test

Dependencies:bootlatticelme4MASSMatrixminqanlmenloptrRcppRcppEigen

{The welchADF Package for Robust Hypothesis Testing in Unbalanced Multivariate Mixed Models with Heteroscedastic and Non-normal Data}

Rendered fromVillacorta-RJ-2017-049.Rnwusingutils::Sweaveon Nov 02 2024.

Last update: 2019-09-08
Started: 2019-09-08