Consider k$-$fold cross$-$validation. Let's consider the tradeoffs of larger or smaller k $($the number of folds$).$ For each, please select one of the multiple choice options. With a higher number of folds, the estimated error will be$,$ on average,

A$.$ Lower

B$.$ Can't tell

C$.$ Same

D$.$ Higher