Nothing
## ----setup, include = FALSE---------------------------------------------------
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>"
)
## ---- 'Simple'----------------------------------------------------------------
library(FSinR)
sequentialForwardSelection()(iris, 'Species', IEConsistency())
sequentialForwardSelection()(iris, 'Species', mutualInformation())
## ---- 'List of measures'------------------------------------------------------
measures <- list(IEConsistency(), mutualInformation())
for (measure in measures) {
result <- sequentialForwardSelection()(iris, 'Species', measure)
print(attr(measure,'name'))
print(result$bestFeatures)
}
## ---- 'List of algorithms'----------------------------------------------------
measures <- list(IEConsistency(), mutualInformation())
algorithms <- list(sequentialForwardSelection(), LasVegas())
for (algorithm in algorithms) {
for (measure in measures) {
result <- algorithm(iris, 'Species', measure)
print(paste("Algorithm: ",attr(algorithm,'name')))
print(paste("Evaluation measure: ", attr(measure,'name')))
print(result$bestFeatures)
}
}
## ---- 'Add wrapper'-----------------------------------------------------------
resamplingParams <- list(method = "cv", number = 10)
fittingParams <- list(preProc = c("center", "scale"), metric = "Accuracy", tuneGrid = expand.grid(k = c(1:20)))
wra <- wrapperEvaluator("knn", resamplingParams, fittingParams)
measures <- list(IEConsistency(), mutualInformation(), wra)
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