regression-tree-benchmark

This is benchmarks of tree regressors:

• OSRT: Optimal Sparse Regression Tree
• Evtree: Evolutionary Classification and Regression Tree
• IAI: Interpretable AI
• GUIDE: Generalized, Unbiased, Interaction Detection and Estimation
• CART: Classification and Regression Tree

Usage:

python run.py cmd -d dataset1 dataset2 ...

Experiments and Examples:

• Loss vs Sparsity:

python run.py loss

• Controllability

python run.py controllability

• Time vs Sparsity

python run.py time

• Cross-validation

python run.py cv

• Scalability

python run.py scalability