Optimizing Approximate Leave-one-out Cross-validation to Tune Hyperparameters

Ryan Burn

For a large class of regularized models, leave-one-out cross-validation can be efficiently estimated with an approximate leave-one-out formula (ALO). We consider the problem of adj…