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quantileDA (version 1.2)
Quantile Classifier
Description
Code for centroid, median and quantile classifiers.
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Version
Version
1.2
1.1
1.0
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Install
install.packages('quantileDA')
Monthly Downloads
282
Version
1.2
License
GPL-3
Maintainer
Cinzia Viroli
Last Published
March 19th, 2024
Functions in quantileDA (1.2)
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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.