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quantileDA (version 1.2)

Quantile Classifier

Description

Code for centroid, median and quantile classifiers.

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Version

Install

install.packages('quantileDA')

Monthly Downloads

209

Version

1.2

License

GPL-3

Maintainer

Cinzia Viroli

Last Published

March 19th, 2024

Functions in quantileDA (1.2)

mapClass

Internal function for the quantile classifier
ais

Australian Institute of Sport data
fn_vw

Internal function for the quantile classifier with variable-wise thetas
balanced.folds

Internal function used in the cross-validation of the quantile classifier
init.theta

Internal function for the quantile classifier
permute.rows

Internal function used by the quantile classifier
plot.quantileDA

Internal function for plotting the results of the quantile classifier
print.quantileDA

Internal function for printing the results of the quantile classifier
misc

Misclassification error
kelleyskew

A function that compute the Kelley's skewness
centroidcl

A function that performs the centroid classifier
skewness

A function that compute the conventional skewness measure
theta.cl

A function to perform the quantile classifier for a given quantile probability
quantilecl.vw

A function to apply the quantile classifier that uses a different optimal quantile probability for each variable
galtonskew

A function that compute the Galton's skewness
quantileCV

A function to cross-validate the quantile classifier
quantilecl

A function that applies the quantile classifier for a given set of quantile probabilities and selects the best quantile classifier in the training set.