Support Vector Machines

The C Parameter

If C is large, then we penalize classification errors more. We're focused on classification instead of finding a good margin, maybe because we're in the medical field and we do not wish to have an error in our classification. If C is very small, then it's mostly the margin error, we penalize the margin error and are focusing more on a large error than on classifying the points correctly.