A Unifying Causal Framework for Analyzing Dataset Shift-stable Learning Algorithms

Adarsh Subbaswamy, Bryant Chen, Suchi Saria

Recent interest in the external validity of prediction models (i.e., the problem of different train and test distributions, known as dataset shift) has produced many methods for fi…