How do we select our input features?

[tommylees112]

How do we do this in a principled and defensible way.

• From their contribution to predictive accuracy?
• by their SHAP values?
• by our understanding of drought processes (expert opinion?)
• start with simplest most parsimonious model and then add features one by one (forwardwise step selection - MLXtend)