Jianya Liu

Subsampling Bias and The Best-Discrepancy Systematic Cross Validation

2019 · arXiv (Cornell University)

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 sequence to partition instances into k subsets, which usually causes subsampling bias, …