Individual desirabilities

In the following formulas, is the predicted value of a response variable. For a continuous response variable, is a real number. For a categorical response variable, is the sum of the probabilities for the selected classes.

If you want to maximize a response, the desirability is calculated as:
di = 0
di =
di = 1
If you want to minimize a response, the desirability is calculated as:
di = 0
di =
di = 1
If you want to target a response, the desirability is calculated as:
di =
di =
di = 0
di = 0

Notation

TermDescription
predicted value of ith response
Titarget value of ith response
Lilowest acceptable value for ith response
Uihighest acceptable value for ith response
didesirability for ith response
Dcomposite desirability
riweight of desirability function of ith response
wiimportance of ith response
W