#' SDEFSR: A package for Subgroup Discovery with Evolutionary Fuzzy Systems in R
#'
#' @description The SDEFSR package provide a tool for read KEEL datasets and four evolutionary fuzzy rule-based
#' algorithms for subgroup discovery.
#'
#' @details The algorithms provided works with datasets in KEEL, ARFF or CSV format and also with \code{data.frame} objects.
#'
#' The package also provide a Shiny app for making the same tasks that the package can do
#' and can display some additional information about data for making an exploratory analysis.
#'
#' The algorithms provided are Evolutionary Fuzzy Systems (EFS) which take advantages of evolutionary algorithms
#' for maximize more than one quality measure and fuzzy logic, which makes a representation of numerical variables that are
#' more understandable for humans and more robust to noise.
#'
#' The algorithms in the SDEFSR package support target variable with more than two values. However, this target variables
#' must be categorical. Thus, if you have a numeric target variable, a discretization must be perfomed before executing the
#' method.
#'
#'
#' @section SDEFSR functions:
#' \itemize{
#' \item{\code{\link{MESDIF}} Multiobjective Evolutionary Subgroup DIscovery Fuzzy rules (MESDIF) Algorithm.}
#' \item{\code{\link{NMEEF_SD}} Non-dominated Multi-objective Evolutionary algorithm for Extracting Fuzzy rules in Subgroup Discovery (NMEEF-SD).}
#' \item{\code{\link{read.dataset}} reads a KEEL, ARFF or CSV format file.}
#' \item{\code{\link{SDIGA}} Subgroup Discovery Iterative Genetic Algorithm (SDIGA).}
#' \item{\code{\link{SDEFSR_GUI}}} Launch the Shiny app in your browser.
#' \item{\code{\link{FUGEPSD}} Fuzzy Genetic Programming-based learning for Subgroup Discovery (FuGePSD) Algorithm.}
#' \item{\code{\link{plotRules}} Plot the discovered rules by a SDEFSR algorithm.}
#' \item{\code{\link{sort.SDEFSR_Rules}} Sort the discovered rules by a given quality measure.}
#' \item{\code{\link{SDEFSR_DatasetFromDataFrame}} Reads a data.frame and create a \code{SDEFSR_Dataset} object to be execute by an algorithm of this package.}
#' }
#'
#' @author Angel M. Garcia-Vico <agvico@@ujaen.es>
#' @import methods
#' @import parallel
#' @import stats
#' @import utils
#' @docType package
#' @name SDEFSR
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