What is dataset shift decomposition in model evaluation?

It decomposes distribution shift into covariate, label, and concept drift.

Dataset shift occurs when training and production distributions differ. Covariate shift changes P(X), label shift changes P(Y), and concept drift changes P(Y|X). Proper decomposition helps diagnose root causes of model degradation and select mitigation strategies like reweighting or retraining.