createCrossValidationControl
creates a Cyclops control object for use with fitCyclopsModel
that supports multiple hyperparameters through an auto-search in one dimension and a grid-search over the remaining
dimensions
createAutoGridCrossValidationControl(
outerGrid,
autoPosition = 1,
refitAtMaximum = TRUE,
cvType = "auto",
initialValue = 1,
...
)
A Cyclops prior object of class inheriting from "cyclopsPrior"
and "cyclopsFunctionalPrior"
for use with fitCyclopsModel
.
List or data.frame of grid parameters to explore
Vector position for auto-search parameter (concatenated into outerGrid)
Logical: re-fit Cyclops object at maximal cross-validation parameters
Must equal "auto"
Initial value for auto-search parameter
Additional parameters passed through to createControl