To run the code, we suggest that users install Anaconda 3 in windows 10 and install the following necessary python packages with the same or higher version to set up a compatible environment:
Python 3.7;
Jupyter 1.0.0;
Numpy 1.20.2;
Pandas 1.3.0; Scikit-learn: 0.22.1;
Matplotlib 3.4.2;
Shap 0.39.0;
Tensorflow-gpu 2.4.1;
Tensorflow-estimator 2.4.0;
Keras 2.4.3;
Keras-metrics 1.1.0;
Catboost 0.23.2;
Lightgbm 3.2.1;
Xgboost 1.0.2.
For the .R scripts, please install the required packages illustrated at the beginning of each script in the form of "library(xx)" interaction.R/measure_importance.R/min_depth_distribution.R/min_depth_interactions.R are scripts from DOI: 10.1126/sciadv.abf4130.