Towards a mathematical understanding of learning from few examples with nonlinear feature maps

Oliver J. Sutton, Alexander N. Gorban, Ivan Y. Tyukin

We consider the problem of data classification where the training set consists of just a few data points. We explore this phenomenon mathematically and reveal key relationships bet…