Table 1.
Decision surface | Model type | Loss function | |
---|---|---|---|
Linear discriminant (LD) | Linear | Probabilistic | Gaussian |
Quadratic discriminant (QD) | Nonlinear | Probabilistic | Gaussian |
Logistic regression (LR) | Linear | Probabilistic | Logistic |
Support vector machines (SVM) | Linear | Nonprobabilistic | Hinge‐loss |