Classification, Support Vector Machine, Roc Curve, Rbf Kernels.
margin; 𝜖𝑖 > 0 observation lie on the wrong side of the margin; 𝜖𝑖 > 1 observations lie on the wrong side of the hyperplane. 𝐶 is a penalty parameter. Large values of 𝐶, peanlizes heavily for even a small deviation of obsevations inside the margin and on the other hand 𝐶 = ∞, reduces the problem to