RankingProject {RankingProject} | R Documentation |
The Ranking Project: Visualizations for Comparing Populations
Description
Functions to generate plots and tables for comparing independently-sampled
populations. Companion package to "A Primer on Visualizations for Comparing
Populations, Including the Issue of Overlapping Confidence Intervals"
by Wright, Klein, and Wieczorek (2019)
<DOI:10.1080/00031305.2017.1392359>
and "A Joint Confidence Region for an Overall Ranking of Populations"
by Klein, Wright, and Wieczorek (2020)
<DOI:10.1111/rssc.12402>.
See the Intro vignette (html) for an overview and examples:
vignette("intro", package = "RankingProject")
.
See the Primer vignette (pdf)
for code which replicates the main figures from the 2019 article:
vignette("primer", package = "RankingProject")
.
See the Joint vignette (pdf)
for code which replicates the main figures from the 2020 article:
vignette("joint", package = "RankingProject")
.
Details
The "comparison" plots are based on figures and S code from
Almond et al. (2000).
The present package does not contain a direct modification of their S code,
but draws inspiration from it. Their script was originally hosted at
Statlib at http://stat.cmu.edu/S/comprB
and may still be found at
Statlib mirrors such as
http://ftp.uni-bayreuth.de/math/statlib/S/comprB.
The code for the "columns" plots is directly based on R's
stats::heatmap()
function, with minor modifications to remove dendrograms and allow the heatmap
to be placed inside a larger layout()
.
References
Almond, R.G., Lewis, C., Tukey, J.W., and Yan, D. (2000). "Displays for Comparing a Given State to Many Others," The American Statistician, vol. 54, no. 2, 89-93, DOI:10.1080/00031305.2000.10474517.
Klein, M., Wright, T., and Wieczorek, J. (2020). "A Joint Confidence Region for an Overall Ranking of Populations," Journal of the Royal Statistical Society: Series C, vol. 69, no.3, 589-606, DOI:10.1111/rssc.12402.
Wright, T., Klein, M., and Wieczorek, J. (2019). "A Primer on Visualizations for Comparing Populations, Including the Issue of Overlapping Confidence Intervals," The American Statistician, vol. 73, no. 2, 165-178, DOI:10.1080/00031305.2017.1392359.