Machine Learning Approaches: From Theory to Application in Schizophrenia
Figure 1
The kernel function maps the data from a certain space into a higher dimensional space where data become linearly separable. In this graphic example, in the bidimensional space, data were not linearly separable into two classes (a). In the three-dimensional space instead (b), they can be separated by a plane.