InteractionTransformer

The Case for Sensible Extraction of Interactions in the Era of Machine Learning. Extract meaningful interactions from machine learning models to obtain machine-learning performance with statistical model interpretability. Welcome to InteractionTransformer. Welcome to the InteractionTransformer wiki!. What our package does not do: extract transformations in the data to add them to the design matrix. For those capabilities, please see the SAFE Transformer package (https://github.com/ModelOriented/SAFE). Our package does have an experimental feature that will iteratively call InteractionTransformer and SAFETransformer to develop multi-layer interactions/transformation models, but this is still under development.