Examples

The notebooks compare GUIDE trees and ensembles with scikit-learn’s on scikit-learn’s bundled datasets, and GUIDE’s linear discriminant trees with single-variable trees and LDA.

• GUIDE and CART on scikit-learn’s classification datasets
• GUIDE and CART regression trees on the diabetes data
• Ensembles of GUIDE trees
• Variable selection bias and importance scores
• Linear discriminant trees