README.md

In kaitlynstrickfaden/FasanoMDKS: Fasano and Franceschini (1987) Multi-Dimensional Kolmogorov-Smirnov Tests

FasanoMDKS

This package contains functions for performing multi-dimensional Kolmogorov-Smirnov (MDKS) tests as defined by Fasano and Franceschini 1987. This package can perform both two-dimensional (2D) tests and three-dimensional (3D) tests.

Before use of the package, please install dplyr, progress, and purrr.

To download the package, run the following:

devtools::install_github("kaitlynstrickfaden/FasanoMDKS")

To use the package, simply input "x" and "y" vectors (and a "z" vector for a 3D test) of data you want to analyze. You can also set the number of randomizations to perform and the desired alpha level. A progress bar will keep track of progress through the randomizations.

xcol <- sample(c(1:100),50)
ycol <- sample(c(1:100),50)
zcol <- sample(c(1:100),50)

Fasano_2DKS(xcol, ycol, rands = 5000, alpha = 0.05)
Fasano_3DKS(xcol, ycol, zcol, rands = 5000, alpha = 0.05)

The Fasano_2DKS and Fasano_3DKS functions will output a data frame of summary values and statistics containing the maximum D-value; the x, y, z, and p values at the maximum D-value; and the minimum and maximum x, y, and z values for the statistically-significant observations.

kaitlynstrickfaden/FasanoMDKS documentation built on Dec. 21, 2021, 5:16 a.m.