Dear Allin and Jack,

I think there is an error in the definition of the Mean Absolute Percentage Error (chapter 29, section 29.4). I think we should use the modulus of the entire division:

abs(e_t/y_t)

Now we have:

abs(e_t)/y_t 

Um abraço, 
Henrique Andrade