Surrogate-Assisted Feature Extraction


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Documentation for package ‘rSAFE’ version 0.1.4

Help Pages

apartments Apartments data
apartmentsTest Apartments data
HR_data Why are our best and most experienced employees leaving prematurely?
plot.safe_extractor Plotting Transformations of the SAFE Extractor Object
print.safe_extractor Printing Summary of the SAFE Extractor Object
safely_detect_changepoints Identifying Changes in a Series Using PELT Algorithm
safely_detect_interactions Detecting Interactions via Permutation Approach
safely_select_variables Performing Feature Selection on the Dataset with Transformed Variables
safely_transform_categorical Calculating a Transformation of Categorical Feature Using Hierarchical Clustering
safely_transform_continuous Calculating a Transformation of a Continuous Feature Using PDP/ALE Plot
safely_transform_data Performing Transformations on All Features in the Dataset
safe_extraction Creating SAFE Extractor - an Object Used for Surrogate-Assisted Feature Extraction