• desirable properties
  • near binary mapping
  • continuous
  • first order differentiable in order to apply gpd
• discriminant function
  • defines the extent to which a vector belongs to a class
  • will be used for classification -- choose class with the best discriminant for that test vector
• misclassification measure and MCE loss