TABLE 1.
Properties of statistical methods and machine learning models.
Desired Features | Stat Methods | ML Models |
---|---|---|
Controllable statistical power | ✓ | ✕ |
Interpretability | ✓ | ✕ |
Model Assessment tools | ✓ | ✕ |
Computational efficiency in higher dimensional systems | ✕ | ✓ |
Model free | ✕ | ✓ |