GARS: Genetic Algorithm for the identification of Robust Subsets of variables in high-dimensional and challenging datasets

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Documentation for package ‘GARS’ version 1.22.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

GARS-package	GARS package for a robust feature selection of high-dimensional data
AllPop	Accessors for the 'AllPop' slot of a GarsSelectedFeatures object.
AllPop,GARS-AllPop	Accessors for the 'AllPop' slot of a GarsSelectedFeatures object.
AllPop-method	Accessors for the 'AllPop' slot of a GarsSelectedFeatures object.
FitScore	Accessors for the 'FitScore' slot of a GarsSelectedFeatures object.
FitScore,GARS-FitScore	Accessors for the 'FitScore' slot of a GarsSelectedFeatures object.
FitScore-method	Accessors for the 'FitScore' slot of a GarsSelectedFeatures object.
GARS	GARS package for a robust feature selection of high-dimensional data
GarsSelectedFeatures-class	The output class 'GarsSelectedFeatures'
GARS_classes	RNA-seq dataset for testing GARS
GARS_create_rnd_population	Create a random chromosomes population
GARS_Crossover	Perform the one-point and the two-point Crossover
GARS_data_norm	RNA-seq dataset for testing GARS
GARS_Elitism	Separate chromosome on the basis of the Fitness Scores
GARS_FitFun	This function implements the Fitness Function of GARS
GARS_Fitness_score	RNA-seq dataset for testing GARS
GARS_fit_list	RNA-seq dataset for testing GARS
GARS_GA	The wrapper fuction to use GARS
GARS_Mutation	Perform the Mutation step
GARS_PlotFeaturesUsage	A bubble chart to assess the usage of each features
GARS_PlotFitnessEvolution	Plot the maximum fitness scores for each generation
GARS_popul	RNA-seq dataset for testing GARS
GARS_pop_list	RNA-seq dataset for testing GARS
GARS_res_GA	A GarsSelectedFeatures object for testing GARS
GARS_Selection	Perform the "Roulette Wheel" or the "Tournament" selection
LastPop	Accessors for the 'LastPop' slot of a GarsSelectedFeatures object.
LastPop,GARS-LastPop	Accessors for the 'LastPop' slot of a GarsSelectedFeatures object.
LastPop-method	Accessors for the 'LastPop' slot of a GarsSelectedFeatures object.
MatrixFeatures	Accessors for the 'MatrixFeatures' slot of a GarsSelectedFeatures object.
MatrixFeatures,GARS-MatrixFeatures	Accessors for the 'MatrixFeatures' slot of a GarsSelectedFeatures object.
MatrixFeatures-method	Accessors for the 'MatrixFeatures' slot of a GarsSelectedFeatures object.