If the data are noisy, and not easily separated, a “soft margin” (dotted lines) can be used to separate the two classes.  
  Part of: Thessen A (2016) Adoption of Machine Learning Techniques in Ecology and Earth Science. One Ecosystem 1: e8621. https://doi.org/10.3897/oneeco.1.e8621