Models and Decision Rules for Supervised Learning and in Causal Settings

The machine learning literature is inconsistent on how supervised learning should be defined. Sometimes it is considered as decision rule optimization, other times it is considered to be model fitting. This lack of clarity becomes more acute in causa...