All functions

HR_data

Why are our best and most experienced employees leaving prematurely?

apartments

Apartments data

plot(<safe_extractor>)

Plotting Transformations of the SAFE Extractor Object

print(<safe_extractor>)

Printing Summary of the SAFE Extractor Object

safe_extraction()

Creating SAFE Extractor - an Object Used for Surrogate-Assisted Feature Extraction

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