Glossary · Evaluation and safety
Dataset Shift
distribution shift · domain shift
Dataset Shift
EstablishedA change between the data distribution a model was trained on and the one it is applied to.
Explains why a model validated in one hospital fails in the next: different scanners, coding habits and case mix.
Context
SourceIEEE / ACM machine-learning literature — verification required