Efficient, adaptive cross-validation for tuning and comparing models, with application to drug discovery

Hui Shen, William J. Welch, Jacqueline M. Hughes-Oliver

Cross-validation (CV) is widely used for tuning a model with respect to user-selected parameters and for selecting a "best" model. For example, the method of $k$-nearest neighbors…