Surrogate-Assisted Feature Extraction
Plotting Transformations of the SAFE Extractor Object
Printing Summary of the SAFE Extractor Object
rSAFE: Surrogate-Assisted Feature Extraction
Creating SAFE Extractor - an Object Used for Surrogate-Assisted Featur...
Identifying Changes in a Series Using PELT Algorithm
Detecting Interactions via Permutation Approach
Performing Feature Selection on the Dataset with Transformed Variables
Calculating a Transformation of Categorical Feature Using Hierarchical...
Calculating a Transformation of a Continuous Feature Using PDP/ALE Plo...
Performing Transformations on All Features in the Dataset
Provides a model agnostic tool for white-box model trained on features extracted from a black-box model. For more information see: Gosiewska et al. (2020) <doi:10.1016/j.dss.2021.113556>.