In page 51, of ESL, it says "The mean prediction error on the test data is 0.521. In contrast, prediction using the mean training value of
lpsa has a test error of
1.057 , which is called the "base error rate".
I am wondering what we mean by base error rate here and what is prediction using the mean training value?