Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

by Foster Provost

The penalty for a misclassified point is proportional to the distance from the margin boundary, so if possible the SVM will make only “small” errors. Technically, this error function is known as hinge loss