Nothing
#Class implementing a Regression Algorithm
#Implements the WM-R KEEL regression algorithm
WM_R <- function(train, test, numlabels=5, KB=FALSE){
alg <- RKEEL::R6_WM_R$new()
alg$setParameters(train, test, numlabels, KB)
return (alg)
}
R6_WM_R <- R6::R6Class("R6_WM_R",
inherit = RegressionAlgorithm,
public = list(
#Public properties
#number of labels
numlabels = 5,
#KB Output File Format with Weight values to 1? (0/1)
KB = FALSE,
#seed
seed = -1,
#Public functions
#Initialize function
setParameters = function(train, test, numlabels=5, KB=FALSE){
super$setParameters(train, test)
self$numlabels <- numlabels
self$KB <- KB
}
),
private = list(
#Private properties
#jar Filename
jarName = "Mam-WM.jar",
#algorithm name
algorithmName = "WM-R",
#String with algorithm name
algorithmString = "Fuzzy Rule Learning, Wang-Mendel Algorithm",
#Private functions
#Get the text with the parameters for the config file
getParametersText = function(){
text <- ""
text <- paste0(text, "Number of labels = ", self$numlabels, "\n")
if(self$KB == FALSE){
text <- paste0(text, "KB Output File Format with Weight values to 1? (0/1) = 0", "\n")
}
else{
text <- paste0(text, "KB Output File Format with Weight values to 1? (0/1) = 1", "\n")
}
return(text)
},
#Create config files function
writeKeelConfig = function(){
#Ficheros de entrada
inputDataString = paste0("\"../datasets/", private$dataName, "/", private$trainFilename, "\" \"../datasets/", private$dataName, "/", private$trainFilename, "\" \"../datasets/", private$dataName, "/", private$testFilename, "\"")
#Ficheros de salida
#dataName <- strsplit(trainData, "/")[[1]][1]
outputDataString = paste0("\"../results/", private$algorithmName, ".",private$dataName, "/result0", ".tra\" \"../results/", private$algorithmName, ".", private$dataName, "/result0", ".tst\" \"../results/", private$algorithmName, ".", private$dataName, "/result0", "e0.txt\" \"../results/", private$algorithmName, ".", private$dataName, "/result0", "e1.txt\"")
text <- ""
text <- paste0(text, "algorithm = ", private$algorithmString)
text <- paste0(text, "\ninputData = ", inputDataString)
text <- paste0(text, "\noutputData = ", outputDataString)
text <- paste0(text, "\n\n")
text <- paste0(text, private$getParametersText())
text <- paste0(text, "\n")
writeLines(text, con = paste0(private$mainPath, "/scripts/", private$algorithmName, "/", private$dataName, "/", "config0s0", ".txt"))
}
)
)
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