## Learning From Data – A Short Course: Exercise 4.7

Page 139: Fix (learned from ) and define . We consider how depends on . Let be the pointwise variance in the out-of-sample error of . (a) Show that . We have: Because each is independent from each other, so: Reference: Properties of variance and covariance. (b) In a classification problem, where , express [...]