Robust importance-weighted cross-validation under sample selection bias

Wouter M. Kouw, Jesse H. Krijthe, Marco Loog

Cross-validation under sample selection bias can, in principle, be done by importance-weighting the empirical risk. However, the importance-weighted risk estimator produces sub-opt…