ECMWFCode4Earth/ml_drought

How do we select our input features?

tommylees112 opened this issue · 0 comments

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)