Subsampling Bias and The Best-Discrepancy Systematic Cross Validation

Liang Guo, Jianya Liu, Ruodan Lu

Statistical machine learning models should be evaluated and validated before putting to work. Conventional k-fold Monte Carlo Cross-Validation (MCCV) procedure uses a pseudo-random…